{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "be8b4981",
   "metadata": {},
   "source": [
    "# 数据准备-liepin-PM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf22335a",
   "metadata": {},
   "source": [
    "## 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookie信息（用户登录之后的cookie，需要在猎聘网站上复制粘贴），保证数据的合理性。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7df093b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的职位：产品经理\n"
     ]
    }
   ],
   "source": [
    "用户输入职位 = input(\"请输入你要查询的职位：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1c1231c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "城市编码 = {\n",
    "    '北京':'010',\n",
    "    '上海':'020',\n",
    "    '广州':'050020',\n",
    "    '深圳':'050090',\n",
    "    '香港':'320'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0be431b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "请输入你要查询的城市：香港\n"
     ]
    }
   ],
   "source": [
    "用户输入城市 = input(\"请输入你要查询的城市：\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c6f6861b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataParams': '{\"jobId\":\"45790357\",\"recruiterName\":\"卢女士\",\"imId\":\"6bfab8937d17cf7bf303b1ea9ae5605c\",\"imUserType\":\"2\",\"userId\":\"26d1ec3f29e318038ef2c7db45df3a61\",\"jobKind\":\"1\",\"recruiterPhoto\":\"6462fb556beb43237502d75e01u.png\"}', 'job': {'labels': ['对冲基金', '医疗行业分析师'], 'jobId': '45790357', 'salary': '30-60k·24薪', 'dq': '香港', 'refreshTime': '20230504173835', 'title': 'Healthcare Analyst', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/45790357.shtml', 'requireWorkYears': '经验不限', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'requireEduLevel': '学历不限'}, 'recruiter': {'recruiterName': '卢女士', 'recruiterTitle': '猎头顾问', 'imId': 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False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'imId': 'a54e3cbe2bb1f9720e33f8ac54fbf39e', 'imUserType': '2', 'chatted': False, 'recruiterId': '571f4182d2e63db67aed0b08ee27d5f8', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'comp': {'compName': '中国移动国际有限公司', 'compLogo': '5bfea51674719d2aa34cd90503a.png', 'compScale': '500-999人', 'compId': 8932876, 'link': 'https://www.liepin.com/company/8932876/', 'compIndustry': '通信设备'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257444481%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"46681881\",\"recruiterName\":\"任先生\",\"imId\":\"9eb1a5d2a02da7ff7ea58b95d93937d7\",\"imUserType\":\"2\",\"userId\":\"472cc3a9ee970e3ea7069dd1f9b4f0ec\",\"jobKind\":\"1\",\"recruiterPhoto\":\"63f78597514e04107e3432ec04u.png\"}', 'job': {'labels': [], 'jobId': '46681881', 'salary': '120-240k·30薪', 'dq': '香港', 'refreshTime': '20230607002900', 'title': '[量化]基金经理/投资经理/投资总监/Quantitative Portfolio Manager/PM', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/46681881.shtml', 'requireWorkYears': '经验不限', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'requireEduLevel': '本科及以上'}, 'recruiter': {'recruiterName': '任先生', 'recruiterTitle': '猎头顾问', 'imId': '9eb1a5d2a02da7ff7ea58b95d93937d7', 'imUserType': '2', 'chatted': False, 'recruiterId': '472cc3a9ee970e3ea7069dd1f9b4f0ec', 'recruiterPhoto': '63f78597514e04107e3432ec04u.png'}, 'comp': {'compName': '某知名公司', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '1-49人', 'link': '', 'compIndustry': '基金/证券/期货'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2246681881%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}, {'dataParams': '{\"jobId\":\"45314055\",\"recruiterName\":\"刘女士\",\"imId\":\"ca72b99f7e3461844383db9bf147ecbd\",\"imUserType\":\"2\",\"userId\":\"aead9dacc279a396823b0a6e59ee3652\",\"jobKind\":\"1\",\"recruiterPhoto\":\"5e0968cf6324626e1783089208u.jpg\"}', 'job': {'labels': ['金融产品', '金融行业', '征信行业', '用户研究', '产品规划'], 'jobId': '45314055', 'salary': '30-50k·16薪', 'dq': '香港', 'refreshTime': '20230512101034', 'title': '产品解决方案专家', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/45314055.shtml', 'requireWorkYears': '5-10年', 'advViewFlag': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'requireEduLevel': '统招本科'}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': '猎头顾问', 'imId': 'ca72b99f7e3461844383db9bf147ecbd', 'imUserType': '2', 'chatted': False, 'recruiterId': 'aead9dacc279a396823b0a6e59ee3652', 'recruiterPhoto': '5e0968cf6324626e1783089208u.jpg'}, 'comp': {'compName': '某深圳大型互联网公司', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compScale': '5000-10000人', 'link': '', 'compIndustry': '互联网'}, 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245314055%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 0, 'totalCounts': 107, 'totalPage': 3, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": 城市编码[用户输入城市],\n",
    "            \"dq\":城市编码[用户输入城市],\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": 用户输入职位,\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie':'inited_user=daf7251f92024e8969feb28b0e9ad34c; __gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=OVqXA451Rvu03i2g23d3hg; _ga=GA1.1.834012103.1686136237; __tlog=1686136240500.91%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1686136241; acw_tc=276082a116861362414224793ed019a8d6296b0fc2aa4a904f2a48999124ae; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=6ekNMnQGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhx09wc8ULN7j4NOv4ynNK7UUawGqnl4CyvOW92GECS%2BJcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; __session_seq=3; __uv_seq=3; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1686136313; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1686136237.1.1.1686136324.0.0.0' ,\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/105.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'efb01166-77db-44f8-8596-3aadd07423a6',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'OVqXA451Rvu03i2g23d3hg'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9ce3169",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "page = response_data['data']['pagination']['totalPage']\n",
    "page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00d5fcb6",
   "metadata": {},
   "source": [
    "## 翻页获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "43043d51",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%2245790357%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%7D', 'job': {'labels': ['对冲基金', '医疗行业分析师'], 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'topJob': False, 'jobKind': '1', 'jobId': '45790357', 'title': 'Healthcare Analyst', 'salary': '30-60k·24薪', 'dq': '香港', 'refreshTime': '20230504173835', 'advViewFlag': False, 'link': 'https://www.liepin.com/a/45790357.shtml', 'requireEduLevel': '学历不限', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterPhoto': '6462fb556beb43237502d75e01u.png', 'imId': '6bfab8937d17cf7bf303b1ea9ae5605c', 'imUserType': '2', 'recruiterName': '卢女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterId': '26d1ec3f29e318038ef2c7db45df3a61'}, 'comp': {'compScale': '500-999人', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某知名公司', 'link': '', 'compIndustry': '房地产租赁/中介'}, 'dataParams': '{\"recruiterPhoto\":\"6462fb556beb43237502d75e01u.png\",\"imId\":\"6bfab8937d17cf7bf303b1ea9ae5605c\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"jobId\":\"45790357\",\"recruiterName\":\"卢女士\",\"userId\":\"26d1ec3f29e318038ef2c7db45df3a61\"}'}, {'dataInfo': 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'{\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"jobKind\":\"2\",\"recruiterName\":\"金先生\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"imId\":\"bd51e80ad9b3299a6bc971ec2e264ed1\",\"imUserType\":\"2\",\"jobId\":\"52877713\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobId%22%3A%2252877713%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%7D', 'recruiter': {'chatted': False, 'recruiterId': '7705f15f9d97b5179219e7c34b570890', 'recruiterName': '金先生', 'recruiterTitle': 'HRBP', 'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg', 'imId': 'bd51e80ad9b3299a6bc971ec2e264ed1', 'imUserType': '2'}, 'comp': {'compIndustry': '科技金融', 'compStage': '美股上市', 'compLogo': '5f3ca396ea60860b75020faa02u.jpg', 'compId': 8226823, 'compScale': '2000-5000人', 'compName': '金融壹账通', 'link': 'https://www.liepin.com/company/8226823/'}, 'job': {'labels': ['数据产品', '数据挖掘'], 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=23&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=23', 'refreshTime': '20221019114143', 'title': '38518C-【CRA】征信模型设计', 'salary': '12-24k', 'dq': '香港', 'jobId': '52877713', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/job/1952877713.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科'}}, {'dataParams': '{\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"jobKind\":\"6\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"imId\":\"e0944bb808b7f30a351ff05530f680dd\",\"imUserType\":\"2\",\"jobId\":\"36105889\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%226%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobId%22%3A%2236105889%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%7D', 'recruiter': {'chatted': False, 'recruiterId': 'ec2691c72242893ee561bfb7ea7b7aee', 'recruiterName': '林女士', 'recruiterTitle': '', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg', 'imId': 'e0944bb808b7f30a351ff05530f680dd', 'imUserType': '2'}, 'comp': {'compIndustry': '人工智能', 'compLogo': '616f846645a2627dc008eaa008u.png', 'compId': 12208295, 'compScale': '2000-5000人', 'compName': '华润数科控股有限公司', 'link': 'https://www.liepin.com/company/12208295/'}, 'job': {'labels': ['本科'], 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=24&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=24', 'refreshTime': '20210223134718', 'title': '产品经理', 'salary': '12-25k', 'dq': '香港-湾仔区', 'jobId': '36105889', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/lptjob/36105889', 'pcOuterLink': '', 'h5OuterLink': ''}}, {'dataParams': '{\"userId\":\"999d7507686f81b628f2a408451b1532\",\"jobKind\":\"6\",\"recruiterName\":\"张女士\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"imId\":\"1f106856e3e529359d19d059892ca5e1\",\"imUserType\":\"2\",\"jobId\":\"58318215\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%226%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobId%22%3A%2258318215%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%7D', 'recruiter': {'chatted': False, 'recruiterId': '999d7507686f81b628f2a408451b1532', 'recruiterName': '张女士', 'recruiterTitle': '', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'imId': '1f106856e3e529359d19d059892ca5e1', 'imUserType': '2'}, 'comp': {'compIndustry': '游戏', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 13447701, 'compScale': '', 'compName': 'Winner Studio', 'link': 'https://www.liepin.com/company/13447701/'}, 'job': {'labels': ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android'], 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=25&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=25', 'refreshTime': '20230506100220', 'title': 'APP测试工程师', 'salary': '20-25k', 'dq': '香港-东区', 'jobId': '58318215', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/lptjob/58318215', 'pcOuterLink': '', 'h5OuterLink': ''}}, {'dataParams': '{\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"jobKind\":\"6\",\"recruiterName\":\"石女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"imId\":\"1b3d0b15ea2bc13d99c5c4fb06d115ec\",\"imUserType\":\"2\",\"jobId\":\"57158615\"}', 'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%226%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%222%22%2C%22jobId%22%3A%2257158615%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%222%22%2C%22d_pageSize%22%3A%2240%22%7D', 'recruiter': {'chatted': False, 'recruiterId': 'ff2a682ca4ca5ef4729e993fff0798b4', 'recruiterName': '石女士', 'recruiterTitle': 'senior recruiter', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'imId': '1b3d0b15ea2bc13d99c5c4fb06d115ec', 'imUserType': '2'}, 'comp': {'compIndustry': '房地产开发经营', 'compLogo': '5cd93b94501544662c710a6c05u.png', 'compId': 2680101, 'compScale': '100-499人', 'compName': '阿特金斯', 'link': 'https://www.liepin.com/company/2680101/'}, 'job': {'labels': ['本科'], 'jobKind': '6', 'campusJobKind': '应届', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=2&d_pageSize=40&d_headId=null&d_posi=26&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=2&pageSize=40&index=26', 'refreshTime': '20230607101429', 'title': 'Graduate Engineer (Civil and MEP Engineering)', 'salary': '20-21k', 'dq': '香港-油尖旺区', 'jobId': '57158615', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/lptjob/57158615', 'pcOuterLink': '', 'h5OuterLink': ''}}]}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 2, 'totalCounts': 107, 'pageSize': 40, 'totalPage': 3, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(page): # 需要判断页面的数据有多少页\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4422f4cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
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       " 39  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " 36  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 37  {\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u...   \n",
       " 38  {\"recruiterPhoto\":\"63f78597514e04107e3432ec04u...   \n",
       " 39  {\"recruiterPhoto\":\"5e0968cf6324626e1783089208u...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                     [对冲基金, 医疗行业分析师]   \n",
       " 1                                      [ActionScript]   \n",
       " 2                                                  []   \n",
       " 3                                                  []   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                              [量化私募]   \n",
       " 7                                        [产品设计, 产品规划]   \n",
       " 8                                             [新产品导入]   \n",
       " 9                                                  []   \n",
       " 10                                                 []   \n",
       " 11     [基金产品总监, 基金筛选, FOF基金, 对冲基金, 结构化产品, 基金尽调, 海外基金]   \n",
       " 12                                                 []   \n",
       " 13                                                 []   \n",
       " 14                                       [用户运营, 产品运营]   \n",
       " 15        [包装设计, UG, SolidWorks, 结构设计, 3D设计, keyshot]   \n",
       " 16                                                 []   \n",
       " 17                                                 []   \n",
       " 18                                                 []   \n",
       " 19                                                 []   \n",
       " 20                                                 []   \n",
       " 21                                                 []   \n",
       " 22                                                 []   \n",
       " 23  [金融产品, 产品经理, 投资管理, 资产管理, 财富管理, Product Manager...   \n",
       " 24  [营销策划, 品牌策划, 自媒体策划, 社交媒体, 社交媒介, 营销活动, 广告/传媒/文化...   \n",
       " 25  [金融产品, 互联网金融, 金融理财/贷款, 金融行业, IT互联网, 批发/零售, 产品设...   \n",
       " 26                                                 []   \n",
       " 27                                                 []   \n",
       " 28                                                 []   \n",
       " 29                                                 []   \n",
       " 30                                      [量化交易, CTA策略]   \n",
       " 31                          [项目工程师, 香港工作, 土木工程, 结构工程]   \n",
       " 32                                           [金融产品经理]   \n",
       " 33                         [CRM软件, 需求确认, 营销项目, CRM系统]   \n",
       " 34                                                 []   \n",
       " 35                                                 []   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                                 []   \n",
       " 39                     [金融产品, 金融行业, 征信行业, 用户研究, 产品规划]   \n",
       " \n",
       "                                        job.dataPromId  job.topJob job.jobKind  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       " \n",
       "    job.jobId                                          job.title    job.salary  \\\n",
       " 0   45790357                                 Healthcare Analyst    30-60k·24薪   \n",
       " 1   51789197           Product Marketing Manager_Timing Devices          薪资面议   \n",
       " 2   55518261                                      业务流程岗(J11204)        15-30k   \n",
       " 3   46477001                                         海外对冲基金产品专家          1-2k   \n",
       " 4   46763687                                           对冲基金产品专家        50-80k   \n",
       " 5   46477349                                            结构化产品专家          1-2k   \n",
       " 6   53469539                Sales and Marketing Director(Q8560)          薪资面议   \n",
       " 7   46713347                                               产品经理        30-50k   \n",
       " 8   46724441                                            新产品发展经理    25-30k·13薪   \n",
       " 9   44761453  Quantitative Portfolio Manager 量化投资基金经理 - SG/C...       70-100k   \n",
       " 10  46084381        （Senior）Category Manager (Global Marketing)      3-5k·15薪   \n",
       " 11  45686459                                         海外对冲基金产品总监   70-100k·16薪   \n",
       " 12  45274199                        Product Manager (AD to Dir)        30-55k   \n",
       " 13  57824497  Project Engineer - Project Management and Serv...        18-25k   \n",
       " 14  58735393                                          境外-创新增长运营        40-60k   \n",
       " 15  59131945                                            产品设计工程师        40-50k   \n",
       " 16  55518217                                        产品岗(J11203)        15-30k   \n",
       " 17  46006849                                             财富产品专家   70-100k·22薪   \n",
       " 18  46683553                                               投资经理   85-100k·24薪   \n",
       " 19  44905303                                         海外交易柜台产品经理        50-55k   \n",
       " 20  45674989                                        基金产品总监(FOF)    60-90k·16薪   \n",
       " 21  46076085                                               产品经理        30-60k   \n",
       " 22  56548437                                     【总行岗位】（高级）产品经理          薪资面议   \n",
       " 23  45072621                                             金融产品经理    30-40k·20薪   \n",
       " 24  45171567                                             数字营销经理        35-55k   \n",
       " 25  50701623                                    蚂蚁集团-产品专家-国际事业群    29-50k·16薪   \n",
       " 26  48316303                              南方基金香港子公司(南方东英) 债券交易员          薪资面议   \n",
       " 27  44927829                        Product Manager (AD to Dir)        30-60k   \n",
       " 28  55866839                                          云计算售前产品经理          薪资面议   \n",
       " 29  45991121                                       证券投资经理（产品策略）       70-100k   \n",
       " 30  53527459                  Global CTA PM / Researcher(D4287)          薪资面议   \n",
       " 31  45988881                           90M0116548项目工程师(base 香港）        20-30k   \n",
       " 32  46695121               Product Manager , Electronic Banking    14-40k·14薪   \n",
       " 33  45171269                                            数字化产品经理        35-55k   \n",
       " 34  44567933                         高级ICT技术经理 （云网，安全，大数据等技术方向)    40-60k·13薪   \n",
       " 35  55536541                                           （高级）產品經理          薪资面议   \n",
       " 36  36919653                Business Management Product Manager          薪资面议   \n",
       " 37  57444481                                             助理产品经理        35-40k   \n",
       " 38  46681881  [量化]基金经理/投资经理/投资总监/Quantitative Portfolio Mana...  120-240k·30薪   \n",
       " 39  45314055                                           产品解决方案专家    30-50k·16薪   \n",
       " \n",
       "      job.dq  ...             recruiter.recruiterId  comp.compScale  \\\n",
       " 0        香港  ...  26d1ec3f29e318038ef2c7db45df3a61        500-999人   \n",
       " 1     香港-东区  ...  298f7e9466c5409e98ff772873aa65fb        10000人以上   \n",
       " 2    香港-湾仔区  ...  f029f15c8de9855003885c462e9064c2     5000-10000人   \n",
       " 3        香港  ...  0ae243c9c7d77580034bf22ae66173d1           1-49人   \n",
       " 4        香港  ...  d698fc680448aea085541c3f33fe4613        10000人以上   \n",
       " 5        香港  ...  0ae243c9c7d77580034bf22ae66173d1           1-49人   \n",
       " 6    香港-湾仔区  ...  63e4eeb8e577e92f7c8c7ef7b6ae2c0e          50-99人   \n",
       " 7        香港  ...  9821aff1bffb45839d4710e93bacf4e5                   \n",
       " 8        香港  ...  0f0efc386467b11f9ac7e9703f6537a9     5000-10000人   \n",
       " 9        香港  ...  2693ff41cba0007cd654d804f32c4d05        500-999人   \n",
       " 10       香港  ...  6bdee512b08671e61a6a677d97198093        100-499人   \n",
       " 11       香港  ...  f782ab620dac1c1f51e1ce9379b30c6c        100-499人   \n",
       " 12       香港  ...  435fd20952d5471977265bfed7712363                   \n",
       " 13   香港-葵青区  ...  583b339ccbbcbd3308b208d047db5016      1000-2000人   \n",
       " 14   香港-湾仔区  ...  29d3e32190cebedc9577c34692e70ad5        10000人以上   \n",
       " 15   香港-中西区  ...  dcb5bbe59ca3d2ea8ae50f7149753db4        100-499人   \n",
       " 16   香港-湾仔区  ...  f029f15c8de9855003885c462e9064c2     5000-10000人   \n",
       " 17       香港  ...  ecdcaace11a3e8436311f82df36f1003        10000人以上   \n",
       " 18       香港  ...  7c71d5cce638d7d56bfa02c10a87ea3f           1-49人   \n",
       " 19       香港  ...  320a86d5d4dcb150549c017a70b4d785      2000-5000人   \n",
       " 20       香港  ...  da3cf4db86a6a9c3221ee55724d92ce0           1-49人   \n",
       " 21       香港  ...  b01dfeb6aac4dfca7aaf2cf99ccd846c        10000人以上   \n",
       " 22   香港-中西区  ...  b0483e58237f0c40811c317f6ce9f5b5        100-499人   \n",
       " 23       香港  ...  d5edf200a68183f18dc7b1298e13a96e        500-999人   \n",
       " 24       香港  ...  4f3dc3179f60132febf15e5f94b9c8cd                   \n",
       " 25   香港-湾仔区  ...  f6ab3dab7244ac2d7c3e2abf02c1bbb4     5000-10000人   \n",
       " 26   香港-中西区  ...  82ce2ed9047f69a9efc043953812004a        500-999人   \n",
       " 27       香港  ...  60aa21ab3fe77c74f7964ecba50473f1                   \n",
       " 28   香港-湾仔区  ...  6ac872ec192e19de9e494083d5c4c6b7        10000人以上   \n",
       " 29   香港-中西区  ...  afd941b65bc7fd50bad20ff98ed1e17e          50-99人   \n",
       " 30   香港-湾仔区  ...  63e4eeb8e577e92f7c8c7ef7b6ae2c0e          50-99人   \n",
       " 31       香港  ...  763ec2919c35c6a833d9d464c271fc44        10000人以上   \n",
       " 32   香港-观塘区  ...  c94d41b5875c19b514003927d0b811f0      1000-2000人   \n",
       " 33       香港  ...  4f3dc3179f60132febf15e5f94b9c8cd                   \n",
       " 34  香港-九龙城区  ...  f562878d4ad2a2fa27a1fca60abaef63        500-999人   \n",
       " 35   香港-中西区  ...  5540ec557f9c318ea4cd2d419081aa73        100-499人   \n",
       " 36   香港-葵青区  ...  571f4182d2e63db67aed0b08ee27d5f8        500-999人   \n",
       " 37   香港-西贡区  ...  571f4182d2e63db67aed0b08ee27d5f8        500-999人   \n",
       " 38       香港  ...  472cc3a9ee970e3ea7069dd1f9b4f0ec           1-49人   \n",
       " 39       香港  ...  aead9dacc279a396823b0a6e59ee3652     5000-10000人   \n",
       " \n",
       "    comp.compStage                    comp.compLogo    comp.compName  \\\n",
       " 0           融资未公开  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 1             NaN  5bfe9df574719d2aa34b7b2203a.png             伊顿中国   \n",
       " 2             已上市  6401a2dfeab4507021d30bd003u.png             光大证券   \n",
       " 3           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某基金/证券/期货公司   \n",
       " 4             已上市  60e2fe0bf3df194a3c48adb502u.png       某纽交所上市金融集团   \n",
       " 5           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某基金/证券/期货公司   \n",
       " 6             NaN  59786e9b70327b30a4e6cdd404a.jpg     上海千象资产管理有限公司   \n",
       " 7             NaN  60e2fe0bf3df194a3c48adb502u.png        某深圳外包服务公司   \n",
       " 8           融资未公开  60e2fe0bf3df194a3c48adb502u.png    某大型食品/饮料/酒水公司   \n",
       " 9           融资未公开  60e2fe0bf3df194a3c48adb502u.png        某大型基金证券公司   \n",
       " 10          融资未公开  60e2fe0bf3df194a3c48adb502u.png      某上海人力资源服务公司   \n",
       " 11          融资未公开  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 12            已上市  60e2fe0bf3df194a3c48adb502u.png  某国内基金/证券/期货上市公司   \n",
       " 13            NaN  62fca94128e72769b4c1d61e06u.png       中国移动香港有限公司   \n",
       " 14           港股上市  5fe1a95455550936bbd28ea506u.png               美团   \n",
       " 15            NaN  61b07937d0458d53c627567e02u.jpg   艾迪孚贝(无锡)科技有限公司   \n",
       " 16            已上市  6401a2dfeab4507021d30bd003u.png             光大证券   \n",
       " 17          融资未公开  60e2fe0bf3df194a3c48adb502u.png        某国资控股上市集团   \n",
       " 18          融资未公开  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 19            已上市  60e2fe0bf3df194a3c48adb502u.png    某基金/证券/期货上市公司   \n",
       " 20           战略融资  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 21          融资未公开  60e2fe0bf3df194a3c48adb502u.png          某基金证券公司   \n",
       " 22            NaN  6038940e60e5677feb2a609f01u.png         集友银行深圳分行   \n",
       " 23          融资未公开  60e2fe0bf3df194a3c48adb502u.png  某北京大型基金/证券/期货公司   \n",
       " 24            NaN  60e2fe0bf3df194a3c48adb502u.png     某广州其他商务服务业公司   \n",
       " 25             B轮  62567089cff8571d7c28d47c03u.png             蚂蚁集团   \n",
       " 26            NaN  60e54741e2df5862a08674ba03u.png     南方基金管理股份有限公司   \n",
       " 27            已上市  60e2fe0bf3df194a3c48adb502u.png      某国内基金证券上市公司   \n",
       " 28            NaN  5bfea09e74719d2aa34bffc203a.png            新华三集团   \n",
       " 29            NaN  60e2fe0bf3df194a3c48adb502u.png              某公司   \n",
       " 30            NaN  59786e9b70327b30a4e6cdd404a.jpg     上海千象资产管理有限公司   \n",
       " 31          不需要融资  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 32            NaN  5d1ae5e33fa7ce27b2a86b5906u.png     创兴银行有限公司深圳分行   \n",
       " 33            NaN  60e2fe0bf3df194a3c48adb502u.png     某广州其他商务服务业公司   \n",
       " 34            NaN  60e2fe0bf3df194a3c48adb502u.png        某大型通信设备公司   \n",
       " 35            NaN  64006e52b65d3e269b47968c08u.png         集友银行福州分行   \n",
       " 36            NaN  5bfea51674719d2aa34cd90503a.png       中国移动国际有限公司   \n",
       " 37            NaN  5bfea51674719d2aa34cd90503a.png       中国移动国际有限公司   \n",
       " 38          融资未公开  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       " 39          融资未公开  60e2fe0bf3df194a3c48adb502u.png       某深圳大型互联网公司   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                     房地产租赁/中介   \n",
       " 1    https://www.liepin.com/company/1069385/             机械/设备   \n",
       " 2    https://www.liepin.com/company/8441886/          基金/证券/期货   \n",
       " 3                                                     基金/证券/期货   \n",
       " 4                                                     基金/证券/投资   \n",
       " 5                                                     基金/证券/期货   \n",
       " 6    https://www.liepin.com/company/8177652/          基金/证券/期货   \n",
       " 7                                                      其他商务服务业   \n",
       " 8                                                     食品/饮料/酒水   \n",
       " 9                                                     基金/证券/期货   \n",
       " 10                                                      人力资源服务   \n",
       " 11                                                      专业技术服务   \n",
       " 12                                                    基金/证券/期货   \n",
       " 13  https://www.liepin.com/company/13211309/          运营商/增值服务   \n",
       " 14   https://www.liepin.com/company/2036768/               互联网   \n",
       " 15  https://www.liepin.com/company/13356841/          印刷/包装/造纸   \n",
       " 16   https://www.liepin.com/company/8441886/          基金/证券/期货   \n",
       " 17                                                        融资租赁   \n",
       " 18                                                        咨询服务   \n",
       " 19                                                    基金/证券/期货   \n",
       " 20                                                      专业技术服务   \n",
       " 21                                                    基金/证券/期货   \n",
       " 22   https://www.liepin.com/company/9791085/                银行   \n",
       " 23                                                    基金/证券/期货   \n",
       " 24                                                     其他商务服务业   \n",
       " 25   https://www.liepin.com/company/8968236/              科技金融   \n",
       " 26   https://www.liepin.com/company/9689158/          基金/证券/期货   \n",
       " 27                                                    基金/证券/期货   \n",
       " 28   https://www.liepin.com/company/6422719/             计算机硬件   \n",
       " 29                                                        咨询服务   \n",
       " 30   https://www.liepin.com/company/8177652/          基金/证券/期货   \n",
       " 31                                                      人力资源服务   \n",
       " 32   https://www.liepin.com/company/9496537/                银行   \n",
       " 33                                                     其他商务服务业   \n",
       " 34                                                        通信设备   \n",
       " 35   https://www.liepin.com/company/8016742/                银行   \n",
       " 36   https://www.liepin.com/company/8932876/              通信设备   \n",
       " 37   https://www.liepin.com/company/8932876/              通信设备   \n",
       " 38                                                    基金/证券/期货   \n",
       " 39                                                         互联网   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    1069385.0  \n",
       " 2                                    8441886.0  \n",
       " 3              NaN             NaN         NaN  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6                                    8177652.0  \n",
       " 7              NaN             NaN         NaN  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9              NaN             NaN         NaN  \n",
       " 10             NaN             NaN         NaN  \n",
       " 11             NaN             NaN         NaN  \n",
       " 12             NaN             NaN         NaN  \n",
       " 13                                  13211309.0  \n",
       " 14                                   2036768.0  \n",
       " 15                                  13356841.0  \n",
       " 16                                   8441886.0  \n",
       " 17             NaN             NaN         NaN  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19             NaN             NaN         NaN  \n",
       " 20             NaN             NaN         NaN  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22                                   9791085.0  \n",
       " 23             NaN             NaN         NaN  \n",
       " 24             NaN             NaN         NaN  \n",
       " 25                                   8968236.0  \n",
       " 26                                   9689158.0  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28                                   6422719.0  \n",
       " 29             NaN             NaN         NaN  \n",
       " 30                                   8177652.0  \n",
       " 31             NaN             NaN         NaN  \n",
       " 32                                   9496537.0  \n",
       " 33             NaN             NaN         NaN  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35                                   8016742.0  \n",
       " 36                                   8932876.0  \n",
       " 37                                   8932876.0  \n",
       " 38             NaN             NaN         NaN  \n",
       " 39             NaN             NaN         NaN  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 5   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 6   %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 10  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 11  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 13  %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 14  %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 17  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 21  %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22d_curPage%22%3...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 29  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 30  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 31  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22d_curPage%22%3...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"jobKind\":\"1\",\"jobId\":\"46182495\",\"recruiterNa...                     贺女士   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58720027\",\"recruiterNa...                     李先生   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"57348119\",\"recruiterNa...                     谢女士   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"55712575\",\"recruiterNa...                     赵女士   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"58990437\",\"recruiterNa...                     师先生   \n",
       " 5   {\"jobKind\":\"2\",\"jobId\":\"42097463\",\"recruiterNa...                     余女士   \n",
       " 6   {\"jobKind\":\"1\",\"jobId\":\"45140215\",\"recruiterNa...                     陈女士   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"52237167\",\"recruiterNa...                     梁女士   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"58720383\",\"recruiterNa...                     李先生   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"36919449\",\"recruiterNa...                     李女士   \n",
       " 10  {\"jobKind\":\"2\",\"jobId\":\"50791259\",\"recruiterNa...                     陆女士   \n",
       " 11  {\"jobKind\":\"2\",\"jobId\":\"58223879\",\"recruiterNa...                     王女士   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"55377327\",\"recruiterNa...                     陆女士   \n",
       " 13  {\"jobKind\":\"1\",\"jobId\":\"45094373\",\"recruiterNa...                     时女士   \n",
       " 14  {\"jobKind\":\"1\",\"jobId\":\"43394077\",\"recruiterNa...                     孙先生   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"54850547\",\"recruiterNa...                     尹女士   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"55840243\",\"recruiterNa...                     赵女士   \n",
       " 17  {\"jobKind\":\"2\",\"jobId\":\"52325011\",\"recruiterNa...                     兰女士   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"57608899\",\"recruiterNa...                     孔先生   \n",
       " 19  {\"jobKind\":\"1\",\"jobId\":\"46316869\",\"recruiterNa...                     张先生   \n",
       " 20  {\"jobKind\":\"2\",\"jobId\":\"50645221\",\"recruiterNa...                     李女士   \n",
       " 21  {\"jobKind\":\"1\",\"jobId\":\"46177951\",\"recruiterNa...                     周先生   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"57265463\",\"recruiterNa...                     李女士   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"52236989\",\"recruiterNa...                     梁女士   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"44762479\",\"recruiterNa...                     袁女士   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"55273999\",\"recruiterNa...                     卞女士   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58939839\",\"recruiterNa...                     黄女士   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"52324805\",\"recruiterNa...                     兰女士   \n",
       " 28  {\"jobKind\":\"2\",\"jobId\":\"57347963\",\"recruiterNa...                     谢女士   \n",
       " 29  {\"jobKind\":\"2\",\"jobId\":\"52269147\",\"recruiterNa...                     郭女士   \n",
       " 30  {\"jobKind\":\"2\",\"jobId\":\"42358105\",\"recruiterNa...                     许先生   \n",
       " 31  {\"jobKind\":\"2\",\"jobId\":\"50645371\",\"recruiterNa...                     李女士   \n",
       " 32  {\"jobKind\":\"2\",\"jobId\":\"52796263\",\"recruiterNa...                     李先生   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"51789749\",\"recruiterNa...                     张女士   \n",
       " 34  {\"jobKind\":\"2\",\"jobId\":\"52641025\",\"recruiterNa...                     邓女士   \n",
       " 35  {\"jobKind\":\"2\",\"jobId\":\"57161555\",\"recruiterNa...                     李女士   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"58009627\",\"recruiterNa...                     张女士   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"58635435\",\"recruiterNa...                     张女士   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"52841325\",\"recruiterNa...                     严先生   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"37908187\",\"recruiterNa...             Lau Tsz Yan   \n",
       " \n",
       "       recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0                         猎头顾问              False   \n",
       " 1   Talent Acquisition Manager              False   \n",
       " 2                           HR              False   \n",
       " 3                       高级招聘经理              False   \n",
       " 4                           HR              False   \n",
       " 5                                           False   \n",
       " 6                         猎头顾问              False   \n",
       " 7                       人力资源经理              False   \n",
       " 8   Talent Acquisition Manager              False   \n",
       " 9                                           False   \n",
       " 10                        招聘经理              False   \n",
       " 11                                          False   \n",
       " 12                        招聘经理              False   \n",
       " 13                        猎头顾问              False   \n",
       " 14                        猎头顾问              False   \n",
       " 15                        招聘经理              False   \n",
       " 16                      高级招聘经理              False   \n",
       " 17                        人事主管              False   \n",
       " 18                   高级招聘/HRBP              False   \n",
       " 19                        猎头顾问              False   \n",
       " 20                                          False   \n",
       " 21                        猎头顾问              False   \n",
       " 22                                          False   \n",
       " 23                      人力资源经理              False   \n",
       " 24                        猎头顾问              False   \n",
       " 25                                          False   \n",
       " 26                                          False   \n",
       " 27                        人事主管              False   \n",
       " 28                          HR              False   \n",
       " 29                      薪酬福利专员              False   \n",
       " 30                         CEO              False   \n",
       " 31                                          False   \n",
       " 32                    人力资源高级经理              False   \n",
       " 33                     Sourcer              False   \n",
       " 34                   人力资源经理/主管              False   \n",
       " 35                                          False   \n",
       " 36                      人才招聘专员              False   \n",
       " 37                       人力管理岗              False   \n",
       " 38                   人力资源经理/主管              False   \n",
       " 39                                          False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   e415e4e2ddbf6e6b99c5c4fb06d115ec                    2   \n",
       " 1   c137253f3eb65c28448d0695f9e5436a                    2   \n",
       " 2   7961a7700092989267afc08fad36a30d                    2   \n",
       " 3   284d36e4951b932ce0d71104ecc2e595                    2   \n",
       " 4   0e8c0b94387c06032265d02280f6b2ac                    2   \n",
       " 5   55345e65008632f504612e645251413c                    2   \n",
       " 6   c791b3c0e0273f5c3eae059a38e31609                    2   \n",
       " 7   4bd7f52f246cb60f03ab15f3af03b172                    2   \n",
       " 8   c137253f3eb65c28448d0695f9e5436a                    2   \n",
       " 9   a54e3cbe2bb1f9720e33f8ac54fbf39e                    2   \n",
       " 10  0c667bfd5866397e2982e990dc084411                    2   \n",
       " 11  2844867559f8ef5ef0e943e3aa9ed4a9                    2   \n",
       " 12  0c667bfd5866397e2982e990dc084411                    2   \n",
       " 13  3c16ffb129c11e1bff5aa8e531f3e699                    2   \n",
       " 14  c5a0ad88538935c1c1bd2b3e9fec8144                    2   \n",
       " 15  65d97f4d17e9d0348b0ca3877d009dea                    2   \n",
       " 16  284d36e4951b932ce0d71104ecc2e595                    2   \n",
       " 17  563de8146b5c88ebbefa578784e31c32                    2   \n",
       " 18  51c7dcfef845b86c416531f89b829049                    2   \n",
       " 19  4957d4f10187b67d2980490a0cdf2257                    2   \n",
       " 20  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2   \n",
       " 21  89f6092c9007cf6c46503bbeedd3ac36                    2   \n",
       " 22  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2   \n",
       " 23  4bd7f52f246cb60f03ab15f3af03b172                    2   \n",
       " 24  4b5375df72f330447b84ec3c657ae83b                    2   \n",
       " 25  1f66a0999dc8deed649c553ff84e776e                    2   \n",
       " 26  1ddf0cd234d7f17eff9aa041fd487686                    2   \n",
       " 27  563de8146b5c88ebbefa578784e31c32                    2   \n",
       " 28  7961a7700092989267afc08fad36a30d                    2   \n",
       " 29  1fe92b456ed95f83eb75d3f48ca9a0eb                    2   \n",
       " 30  87ea90e9c59074912982e990dc084411                    2   \n",
       " 31  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2   \n",
       " 32  78f0c56ea510c96bc0e770cd23fcb1ad                    2   \n",
       " 33  44eacab0d8402e77940b11b3bfc894fa                    2   \n",
       " 34  9edddce19a93df8ae7b657921b02bb93                    2   \n",
       " 35  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2   \n",
       " 36  67746a2d3d79aa1fcc342d821fad2e6e                    2   \n",
       " 37  f888fb213363e211ebd994a81266b45f                    2   \n",
       " 38  7386a62c478c82246172c091f854d35c                    2   \n",
       " 39  c16c501aebd98a0ff4067025f1d6ce6f                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   862169c32a724661b7643dade01e1f2f  5f83e6498dbe6273dcf22bb607u.jpeg   \n",
       " 1   3893707b7534cc7459557d9eb7993d2f   61e1521019ffac3de11dd5c403u.png   \n",
       " 2   ddccf09e99b7976c14ddf418a58080c4   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 3   81fe889034bcaad777e6dcdcf1ccb74d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   881b2d6cf4d7bf527379bd0cc1beaffa   5f8f986aea60860b75384fab08u.jpg   \n",
       " 5   8df9b02466768dd41da2888defdb5a67   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 6   01f7703aeecdbc88d796cc7652768cff   5e58665829d83a6754562c9704u.jpg   \n",
       " 7   35b361f1b9c867f3d71f2a7d279d04f5   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 8   3893707b7534cc7459557d9eb7993d2f   61e1521019ffac3de11dd5c403u.png   \n",
       " 9   571f4182d2e63db67aed0b08ee27d5f8   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  82ce2ed9047f69a9efc043953812004a   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11  10b87d78d8285a5dafd9936db2b83a67   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 12  82ce2ed9047f69a9efc043953812004a   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 13  94fde39adebf90340caabbe82932c5d0   5f8fa3bc8dbe6273dcf85e5e08u.png   \n",
       " 14  0c1a54a02095a596f3c4f6708811090f   616e2fad5b0bd51fb2d357e705u.png   \n",
       " 15  f029f15c8de9855003885c462e9064c2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 16  81fe889034bcaad777e6dcdcf1ccb74d   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 17  516ee1b011167bd5f4705ab46bc58127   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 18  56362c7d170e1090f265d258de4e4be8   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 19  817ca8c828376dd7d0c68d73d09eb47b   5a95fa858e50c5b3522c209306a.png   \n",
       " 20  571f4182d2e63db67aed0b08ee27d5f8   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21  24b71917736049f06471bdb2c39a05e5   5f8fa3a9dfb13a7dee343d4808u.png   \n",
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       " 23  35b361f1b9c867f3d71f2a7d279d04f5   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 24  ba98a7d081e30938ed336d97f0506e61   622899b3129d985edb29e1ab05u.jpg   \n",
       " 25  1efac136cbe60a32a3ebc0e282cc3953   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 26  2bdfd525f33baeb4bbc0f46f65179d0d   611f258c87c6945ee74812d106u.png   \n",
       " 27  516ee1b011167bd5f4705ab46bc58127   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  ddccf09e99b7976c14ddf418a58080c4   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 29  02e17adc014ee78eaf5d4b2cb535e574   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 30  9dad043a7bf88597fa35dd2fe8da2942   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 31  571f4182d2e63db67aed0b08ee27d5f8   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 32  fc459ec779c811f8ddc17f8d312adfb7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 33  8aca73f4bae4fc17102021541d30443c   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 34  07bc072f44dc45b06882c0069b0a733a   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 35  571f4182d2e63db67aed0b08ee27d5f8   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  2b6a10b557699e2b7435f9d04e7441fb   61e7a73229da04039cf1a16503u.png   \n",
       " 37  21263927dab458a00948fc60fe290126   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  7748f6b8d411c3da78cc523db9cb3e3d   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 39  869535ca0814c0f0a1eda4608312fc92   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " \n",
       "                                            job.labels  ... job.advViewFlag  \\\n",
       " 0                                              [门店销售]  ...           False   \n",
       " 1                                                  []  ...           False   \n",
       " 2                                                  []  ...           False   \n",
       " 3                                                  []  ...           False   \n",
       " 4                       [智能家居, 物联网, 智慧家居, 智能硬件, 照明产品]  ...           False   \n",
       " 5                                                  []  ...           False   \n",
       " 6   [市场营销, 竞品分析, 社交媒体, 社交媒介, 营销活动, 广告/传媒/文化, IT/互联...  ...           False   \n",
       " 7             [质量管理, 风控项目, .NET, ASP.NET, ClickHouse]  ...           False   \n",
       " 8                  [IT互联网, SaaS产品, to B, 产品设计, 移动端产品]  ...           False   \n",
       " 9                                              [技术支持]  ...           False   \n",
       " 10                                                 []  ...           False   \n",
       " 11                                             [用户运营]  ...           False   \n",
       " 12                                                 []  ...           False   \n",
       " 13  [需求分析, IT互联网, 区块链, web端产品, 产品规划, 用户研究, 市场调研, 原...  ...           False   \n",
       " 14  [美元VC, 清华姚班, 清华智班, 清华量信班, 机器人, 人工智能研究院, AI, Op...  ...           False   \n",
       " 15                                                 []  ...           False   \n",
       " 16                                                 []  ...           False   \n",
       " 17                               [施工现场管理, 安防工程, 建筑施工]  ...           False   \n",
       " 18                                                 []  ...           False   \n",
       " 19                                                 []  ...           False   \n",
       " 20                                                 []  ...           False   \n",
       " 21                             [奢侈品, 形象气质佳, 英语可作工作语言]  ...           False   \n",
       " 22                     [安全产品, 信息安全, 市场调研, 产品规划, 团队管理]  ...           False   \n",
       " 23                        [质量管理, 风控项目, ASP.NET, .NET]  ...           False   \n",
       " 24              [平台产品, 增长产品, IT互联网, 产品设计, 用户研究, 团队管理]  ...           False   \n",
       " 25                                       [交易产品, 金融行业]  ...           False   \n",
       " 26                                                 []  ...           False   \n",
       " 27                                           [项目施工管理]  ...           False   \n",
       " 28                                                 []  ...           False   \n",
       " 29                                                 []  ...           False   \n",
       " 30  [EHS, PPE, 安全生产, 职业卫生, 工业卫生, HSE, ESH, Process...  ...           False   \n",
       " 31                                                 []  ...           False   \n",
       " 32                                             [客户服务]  ...           False   \n",
       " 33                                                 []  ...           False   \n",
       " 34                                             [征信行业]  ...           False   \n",
       " 35  [大数据, 流程管理, 交付管理, 流程优化, 化工行业, IT/互联网/软件, PMP, ...  ...           False   \n",
       " 36                                     [ActionScript]  ...           False   \n",
       " 37                                                 []  ...           False   \n",
       " 38  [海外仓, 出入库管理, 库存盘点, 仓库管理, 库存管理, 现场管理, 消费品, 贸易/进...  ...           False   \n",
       " 39             [网络营销, 策划, 市场营销, office, 整合营销, 数据统计分析]  ...           False   \n",
       " \n",
       "                     comp.compName comp.compStage  \\\n",
       " 0                    某上海大型珠宝/首饰公司          融资未公开   \n",
       " 1   KPay merchant service limited            NaN   \n",
       " 2                    上海歌斐资产管理有限公司            NaN   \n",
       " 3                多点生活(中国)网络科技有限公司             C轮   \n",
       " 4                              浪潮            NaN   \n",
       " 5                  安山国际控股(广东)有限公司            NaN   \n",
       " 6                           某知名公司            NaN   \n",
       " 7                            必维集团            NaN   \n",
       " 8   KPay merchant service limited            NaN   \n",
       " 9                      中国移动国际有限公司            NaN   \n",
       " 10                   南方基金管理股份有限公司            NaN   \n",
       " 11                             美团           港股上市   \n",
       " 12                   南方基金管理股份有限公司            NaN   \n",
       " 13                       某深圳互联网公司            NaN   \n",
       " 14                     早期投资双币科技基金             其他   \n",
       " 15                           光大证券            已上市   \n",
       " 16               多点生活(中国)网络科技有限公司             C轮   \n",
       " 17                   上海协同工程咨询有限公司            NaN   \n",
       " 18                  北京必来屋网络科技有限公司            NaN   \n",
       " 19                     某公募基金理财子公司          融资未公开   \n",
       " 20                     中国移动国际有限公司            NaN   \n",
       " 21                      某天津咨询服务公司          融资未公开   \n",
       " 22                     中国移动国际有限公司            NaN   \n",
       " 23                           必维集团            NaN   \n",
       " 24                          某知名公司          融资未公开   \n",
       " 25                   中国国际金融股份有限公司         沪深A股上市   \n",
       " 26                 上海陆浦投资管理集团有限公司            NaN   \n",
       " 27                   上海协同工程咨询有限公司            NaN   \n",
       " 28                   上海歌斐资产管理有限公司            NaN   \n",
       " 29                  港交所(深圳)控股有限公司            NaN   \n",
       " 30                        EHSCity            NaN   \n",
       " 31                     中国移动国际有限公司            NaN   \n",
       " 32                           嘉实财富            NaN   \n",
       " 33                           伊顿中国            NaN   \n",
       " 34                          金融壹账通           美股上市   \n",
       " 35                     中国移动国际有限公司            NaN   \n",
       " 36                      H&M Group            NaN   \n",
       " 37               深圳前海捷创未来技术服务有限公司            NaN   \n",
       " 38                   上海识装信息科技有限公司             其他   \n",
       " 39                            优衣库            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 1   61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 2   5bfe8fd474719d35745a83f203a.png       100-499人   \n",
       " 3   5f39f2a1f6d1ab5847351ad307u.png     2000-5000人   \n",
       " 4   5bfe9ebf74719d2aa34ba2af03a.png       10000人以上   \n",
       " 5   64644efa870d6b1f1bd7c75708u.png       100-499人   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         50-99人   \n",
       " 7   59a3d5bf70325ec22ee5823006a.jpg    5000-10000人   \n",
       " 8   61b07937d0458d53c627567e02u.jpg         50-99人   \n",
       " 9   5bfea51674719d2aa34cd90503a.png       500-999人   \n",
       " 10  60e54741e2df5862a08674ba03u.png       500-999人   \n",
       " 11  5fe1a95455550936bbd28ea506u.png       10000人以上   \n",
       " 12  60e54741e2df5862a08674ba03u.png       500-999人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          1-49人   \n",
       " 14  60e2fe0bf3df194a3c48adb502u.png         50-99人   \n",
       " 15  6401a2dfeab4507021d30bd003u.png    5000-10000人   \n",
       " 16  5f39f2a1f6d1ab5847351ad307u.png     2000-5000人   \n",
       " 17  5f07d063543a971969eb6ddc04u.jpg       10000人以上   \n",
       " 18  61b07937d0458d53c627567e02u.jpg       100-499人   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png       500-999人   \n",
       " 20  5bfea51674719d2aa34cd90503a.png       500-999人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       " 22  5bfea51674719d2aa34cd90503a.png       500-999人   \n",
       " 23  59a3d5bf70325ec22ee5823006a.jpg    5000-10000人   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         50-99人   \n",
       " 25  5bcd8a2f8e50a3257f7102c304a.jpg    5000-10000人   \n",
       " 26  6340eddf5fd2f55ef5a124be02u.png       500-999人   \n",
       " 27  5f07d063543a971969eb6ddc04u.jpg       10000人以上   \n",
       " 28  5bfe8fd474719d35745a83f203a.png       100-499人   \n",
       " 29  61b07937d0458d53c627567e02u.jpg          1-49人   \n",
       " 30  5fedac06bebf7311a41cc9b307u.png         50-99人   \n",
       " 31  5bfea51674719d2aa34cd90503a.png       500-999人   \n",
       " 32  59b1f9eb70325ec22eea93a305a.jpg       500-999人   \n",
       " 33  5bfe9df574719d2aa34b7b2203a.png       10000人以上   \n",
       " 34  5f3ca396ea60860b75020faa02u.jpg     2000-5000人   \n",
       " 35  5bfea51674719d2aa34cd90503a.png       500-999人   \n",
       " 36  61c533f6ff410524b7f4696c04u.png     1000-2000人   \n",
       " 37  63d4d7f3334c74039df34ccc07u.png                  \n",
       " 38  5e0d529f6324626e1789ab2807u.png    5000-10000人   \n",
       " 39  596703ff703287e466d532bd05a.jpg       10000人以上   \n",
       " \n",
       "                                    comp.link  comp.compIndustry  \\\n",
       " 0                                                         珠宝/首饰   \n",
       " 1   https://www.liepin.com/company/13057723/               科技金融   \n",
       " 2    https://www.liepin.com/company/9194127/           基金/证券/期货   \n",
       " 3    https://www.liepin.com/company/8622479/               电子商务   \n",
       " 4    https://www.liepin.com/company/7893220/               IT服务   \n",
       " 5   https://www.liepin.com/company/10035863/           基金/证券/期货   \n",
       " 6                                                      食品/饮料/酒水   \n",
       " 7    https://www.liepin.com/company/9294742/              检测/认证   \n",
       " 8   https://www.liepin.com/company/13057723/               科技金融   \n",
       " 9    https://www.liepin.com/company/8932876/               通信设备   \n",
       " 10   https://www.liepin.com/company/9689158/           基金/证券/期货   \n",
       " 11   https://www.liepin.com/company/2036768/                互联网   \n",
       " 12   https://www.liepin.com/company/9689158/           基金/证券/期货   \n",
       " 13                                                          互联网   \n",
       " 14                                                     基金/证券/投资   \n",
       " 15   https://www.liepin.com/company/8441886/           基金/证券/期货   \n",
       " 16   https://www.liepin.com/company/8622479/               电子商务   \n",
       " 17  https://www.liepin.com/company/12281677/         工程管理/勘察/监理   \n",
       " 18  https://www.liepin.com/company/12899647/                互联网   \n",
       " 19                                                     基金/证券/投资   \n",
       " 20   https://www.liepin.com/company/8932876/               通信设备   \n",
       " 21                                                         咨询服务   \n",
       " 22   https://www.liepin.com/company/8932876/               通信设备   \n",
       " 23   https://www.liepin.com/company/9294742/              检测/认证   \n",
       " 24                                                     基金/证券/期货   \n",
       " 25   https://www.liepin.com/company/4580900/           基金/证券/期货   \n",
       " 26   https://www.liepin.com/company/9329938/           基金/证券/期货   \n",
       " 27  https://www.liepin.com/company/12281677/         工程管理/勘察/监理   \n",
       " 28   https://www.liepin.com/company/9194127/           基金/证券/期货   \n",
       " 29  https://www.liepin.com/company/12399159/           财务/审计/税务   \n",
       " 30  https://www.liepin.com/company/12518769/               咨询服务   \n",
       " 31   https://www.liepin.com/company/8932876/               通信设备   \n",
       " 32   https://www.liepin.com/company/8437694/           基金/证券/期货   \n",
       " 33   https://www.liepin.com/company/1069385/              机械/设备   \n",
       " 34   https://www.liepin.com/company/8226823/               科技金融   \n",
       " 35   https://www.liepin.com/company/8932876/               通信设备   \n",
       " 36   https://www.liepin.com/company/8373588/           服装/纺织/皮革   \n",
       " 37  https://www.liepin.com/company/13382597/              计算机软件   \n",
       " 38   https://www.liepin.com/company/9698935/                互联网   \n",
       " 39   https://www.liepin.com/company/5279887/           服装/纺织/皮革   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                   13057723.0  \n",
       " 2                                    9194127.0  \n",
       " 3                                    8622479.0  \n",
       " 4                                    7893220.0  \n",
       " 5                                   10035863.0  \n",
       " 6              NaN             NaN         NaN  \n",
       " 7                                    9294742.0  \n",
       " 8                                   13057723.0  \n",
       " 9                                    8932876.0  \n",
       " 10                                   9689158.0  \n",
       " 11                                   2036768.0  \n",
       " 12                                   9689158.0  \n",
       " 13             NaN             NaN         NaN  \n",
       " 14             NaN             NaN         NaN  \n",
       " 15                                   8441886.0  \n",
       " 16                                   8622479.0  \n",
       " 17                                  12281677.0  \n",
       " 18                                  12899647.0  \n",
       " 19             NaN             NaN         NaN  \n",
       " 20                                   8932876.0  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22                                   8932876.0  \n",
       " 23                                   9294742.0  \n",
       " 24             NaN             NaN         NaN  \n",
       " 25                                   4580900.0  \n",
       " 26                                   9329938.0  \n",
       " 27                                  12281677.0  \n",
       " 28                                   9194127.0  \n",
       " 29                                  12399159.0  \n",
       " 30                                  12518769.0  \n",
       " 31                                   8932876.0  \n",
       " 32                                   8437694.0  \n",
       " 33                                   1069385.0  \n",
       " 34                                   8226823.0  \n",
       " 35                                   8932876.0  \n",
       " 36                                   8373588.0  \n",
       " 37                                  13382597.0  \n",
       " 38                                   9698935.0  \n",
       " 39                                   5279887.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"userId\":\"eadecc94dbac89033e4a55fe73fc2fd7\",\"...   \n",
       " 1   {\"userId\":\"54aebe2b86874dac40a35a6faa871265\",\"...   \n",
       " 2   {\"userId\":\"7fd011c520a166d9a7e2465e724eded9\",\"...   \n",
       " 3   {\"userId\":\"7748f6b8d411c3da78cc523db9cb3e3d\",\"...   \n",
       " 4   {\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...   \n",
       " 5   {\"userId\":\"e706daa5965eddf392b75fe4e3afd042\",\"...   \n",
       " 6   {\"userId\":\"07bc072f44dc45b06882c0069b0a733a\",\"...   \n",
       " 7   {\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"...   \n",
       " 8   {\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"...   \n",
       " 9   {\"userId\":\"bf56f38818e707ef0c37f8e61680451b\",\"...   \n",
       " 10  {\"userId\":\"516ee1b011167bd5f4705ab46bc58127\",\"...   \n",
       " 11  {\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...   \n",
       " 12  {\"userId\":\"13231d9eb5a793d092f425e473776cf5\",\"...   \n",
       " 13  {\"userId\":\"4e41ec6a99344bcb364433561d2947cb\",\"...   \n",
       " 14  {\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"...   \n",
       " 15  {\"userId\":\"88f7600972a48e552e170498e5f7565e\",\"...   \n",
       " 16  {\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"...   \n",
       " 17  {\"userId\":\"f09669d38e90f5150e7cbcc316046c74\",\"...   \n",
       " 18  {\"userId\":\"07bc072f44dc45b06882c0069b0a733a\",\"...   \n",
       " 19  {\"userId\":\"b019df1eea00f0b3da2d9febe78cb36f\",\"...   \n",
       " 20  {\"userId\":\"571f4182d2e63db67aed0b08ee27d5f8\",\"...   \n",
       " 21  {\"userId\":\"f09669d38e90f5150e7cbcc316046c74\",\"...   \n",
       " 22  {\"userId\":\"d82375c6c1b5ca880e6c4e1cab1a10f6\",\"...   \n",
       " 23  {\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...   \n",
       " 24  {\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"...   \n",
       " 25  {\"userId\":\"999d7507686f81b628f2a408451b1532\",\"...   \n",
       " 26  {\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...              False   \n",
       " \n",
       "                recruiter.recruiterId recruiter.recruiterName  \\\n",
       " 0   eadecc94dbac89033e4a55fe73fc2fd7                     黄女士   \n",
       " 1   54aebe2b86874dac40a35a6faa871265                     吴先生   \n",
       " 2   7fd011c520a166d9a7e2465e724eded9                     谭女士   \n",
       " 3   7748f6b8d411c3da78cc523db9cb3e3d                     严先生   \n",
       " 4   7705f15f9d97b5179219e7c34b570890                     金先生   \n",
       " 5   e706daa5965eddf392b75fe4e3afd042                     刘女士   \n",
       " 6   07bc072f44dc45b06882c0069b0a733a                     邓女士   \n",
       " 7   571f4182d2e63db67aed0b08ee27d5f8                     李女士   \n",
       " 8   571f4182d2e63db67aed0b08ee27d5f8                     李女士   \n",
       " 9   bf56f38818e707ef0c37f8e61680451b                     赵女士   \n",
       " 10  516ee1b011167bd5f4705ab46bc58127                     兰女士   \n",
       " 11  7705f15f9d97b5179219e7c34b570890                     金先生   \n",
       " 12  13231d9eb5a793d092f425e473776cf5                     刘先生   \n",
       " 13  4e41ec6a99344bcb364433561d2947cb                     萧先生   \n",
       " 14  571f4182d2e63db67aed0b08ee27d5f8                     李女士   \n",
       " 15  88f7600972a48e552e170498e5f7565e                     寇先生   \n",
       " 16  571f4182d2e63db67aed0b08ee27d5f8                     李女士   \n",
       " 17  f09669d38e90f5150e7cbcc316046c74                     王女士   \n",
       " 18  07bc072f44dc45b06882c0069b0a733a                     邓女士   \n",
       " 19  b019df1eea00f0b3da2d9febe78cb36f                     李先生   \n",
       " 20  571f4182d2e63db67aed0b08ee27d5f8                     李女士   \n",
       " 21  f09669d38e90f5150e7cbcc316046c74                     王女士   \n",
       " 22  d82375c6c1b5ca880e6c4e1cab1a10f6                     卢女士   \n",
       " 23  7705f15f9d97b5179219e7c34b570890                     金先生   \n",
       " 24  ec2691c72242893ee561bfb7ea7b7aee                     林女士   \n",
       " 25  999d7507686f81b628f2a408451b1532                     张女士   \n",
       " 26  ff2a682ca4ca5ef4729e993fff0798b4                     石女士   \n",
       " \n",
       "    recruiter.recruiterTitle         recruiter.recruiterPhoto  \\\n",
       " 0                      猎头顾问  608221d43846135f5300978a01u.jpg   \n",
       " 1                    人力资源经理  5f8f98698dbe6273dcf8516008u.jpg   \n",
       " 2                    人力招聘經理  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3                 人力资源经理/主管  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 4                      HRBP  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 5                      业务总监  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 6                 人力资源经理/主管  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 7                            5f8f9865ea60860b75384fa508u.jpg   \n",
       " 8                            5f8f9865ea60860b75384fa508u.jpg   \n",
       " 9                      猎头顾问  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 10                     人事主管  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 11                     HRBP  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 12                      总经理  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 13         高管教练  高管发展  高管寻聘  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 14                           5f8f9865ea60860b75384fa508u.jpg   \n",
       " 15              组织、人才、招聘负责人  54d1e768712eb4f6b84c2d1301a.jpg   \n",
       " 16                           5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17                   行政人事经理  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 18                人力资源经理/主管  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 19            助理总经理，实施与研发总监  6397293d5944bd7af2e009f803u.png   \n",
       " 20                           5f8f9865ea60860b75384fa508u.jpg   \n",
       " 21                   行政人事经理  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 22                   人力资源经理  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 23                     HRBP  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 24                           5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 25                           5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 26         senior recruiter  5f8f98648dbe6273dcf8515508u.jpg   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType comp.compIndustry  \\\n",
       " 0   aea13e1776904cd9ac365a663ca833da                    2               餐饮业   \n",
       " 1   8e6b27febacc0ee6c307fe6e334c0c05                    2                银行   \n",
       " 2   9024bf44d30e791a66ce88607322b750                    2          运营商/增值服务   \n",
       " 3   7386a62c478c82246172c091f854d35c                    2               互联网   \n",
       " 4   bd51e80ad9b3299a6bc971ec2e264ed1                    2              科技金融   \n",
       " 5   21d8ee3aeea206d40503db90a2475348                    2              智能硬件   \n",
       " 6   9edddce19a93df8ae7b657921b02bb93                    2              科技金融   \n",
       " 7   a54e3cbe2bb1f9720e33f8ac54fbf39e                    2              通信设备   \n",
       " 8   a54e3cbe2bb1f9720e33f8ac54fbf39e                    2              通信设备   \n",
       " 9   ec43cfab50dda6f0337193710fe42056                    2              电子商务   \n",
       " 10  563de8146b5c88ebbefa578784e31c32                    2        工程管理/勘察/监理   \n",
       " 11  bd51e80ad9b3299a6bc971ec2e264ed1                    2              科技金融   \n",
       " 12  682bfec45734845e06de3db73f3e3922                    2          基金/证券/期货   \n",
       " 13  95303515a7d426ed86da8f3a9139f92c                    2              其他行业   \n",
       " 14  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2              通信设备   \n",
       " 15  51d8efa3d5e4c007337193710fe42056                    2              通信设备   \n",
       " 16  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2              通信设备   \n",
       " 17  c07e1e29b54816810504bb65d1d778f2                    2             计算机软件   \n",
       " 18  9edddce19a93df8ae7b657921b02bb93                    2              科技金融   \n",
       " 19  4c9920e01456bfccc051c4e7ef49e137                    2             计算机软件   \n",
       " 20  a54e3cbe2bb1f9720e33f8ac54fbf39e                    2              通信设备   \n",
       " 21  c07e1e29b54816810504bb65d1d778f2                    2             计算机软件   \n",
       " 22  35202df2ec70a60a063dfc1b00f6daab                    2              IT服务   \n",
       " 23  bd51e80ad9b3299a6bc971ec2e264ed1                    2              科技金融   \n",
       " 24  e0944bb808b7f30a351ff05530f680dd                    2              人工智能   \n",
       " 25  1f106856e3e529359d19d059892ca5e1                    2                游戏   \n",
       " 26  1b3d0b15ea2bc13d99c5c4fb06d115ec                    2           房地产开发经营   \n",
       " \n",
       "     ... job.jobId job.topJob job.advViewFlag  \\\n",
       " 0   ...  45018467      False           False   \n",
       " 1   ...  54905861      False           False   \n",
       " 2   ...  56823423      False           False   \n",
       " 3   ...  52839935      False           False   \n",
       " 4   ...  52992597      False           False   \n",
       " 5   ...  41773779      False           False   \n",
       " 6   ...  51880109      False           False   \n",
       " 7   ...  54889143      False           False   \n",
       " 8   ...  50914221      False           False   \n",
       " 9   ...  57400757      False           False   \n",
       " 10  ...  52324313      False           False   \n",
       " 11  ...  52992431      False           False   \n",
       " 12  ...  46141861      False           False   \n",
       " 13  ...  41970517      False           False   \n",
       " 14  ...  36919333      False           False   \n",
       " 15  ...  55794821      False           False   \n",
       " 16  ...  51771479      False           False   \n",
       " 17  ...  52515213      False           False   \n",
       " 18  ...  52640883      False           False   \n",
       " 19  ...  55540819      False           False   \n",
       " 20  ...  36919541      False           False   \n",
       " 21  ...  52515275      False           False   \n",
       " 22  ...  37756355      False           False   \n",
       " 23  ...  52877713      False           False   \n",
       " 24  ...  36105889      False           False   \n",
       " 25  ...  58318215      False           False   \n",
       " 26  ...  57158615      False           False   \n",
       " \n",
       "                                        job.link job.requireWorkYears  \\\n",
       " 0       https://www.liepin.com/a/45018467.shtml                5-10年   \n",
       " 1   https://www.liepin.com/job/1954905861.shtml                 3-5年   \n",
       " 2   https://www.liepin.com/job/1956823423.shtml                5-10年   \n",
       " 3   https://www.liepin.com/job/1952839935.shtml                 经验不限   \n",
       " 4   https://www.liepin.com/job/1952992597.shtml                5-10年   \n",
       " 5   https://www.liepin.com/job/1941773779.shtml                 3-5年   \n",
       " 6   https://www.liepin.com/job/1951880109.shtml                 3-5年   \n",
       " 7   https://www.liepin.com/job/1954889143.shtml                5-10年   \n",
       " 8   https://www.liepin.com/job/1950914221.shtml                5-10年   \n",
       " 9   https://www.liepin.com/job/1957400757.shtml                5-10年   \n",
       " 10  https://www.liepin.com/job/1952324313.shtml                5-10年   \n",
       " 11  https://www.liepin.com/job/1952992431.shtml                5-10年   \n",
       " 12  https://www.liepin.com/job/1946141861.shtml                 3-5年   \n",
       " 13  https://www.liepin.com/job/1941970517.shtml                5-10年   \n",
       " 14  https://www.liepin.com/job/1936919333.shtml                5-10年   \n",
       " 15  https://www.liepin.com/job/1955794821.shtml                5-10年   \n",
       " 16  https://www.liepin.com/job/1951771479.shtml                 3-5年   \n",
       " 17  https://www.liepin.com/job/1952515213.shtml                 3-5年   \n",
       " 18  https://www.liepin.com/job/1952640883.shtml                 3-5年   \n",
       " 19  https://www.liepin.com/job/1955540819.shtml                5-10年   \n",
       " 20  https://www.liepin.com/job/1936919541.shtml                5-10年   \n",
       " 21  https://www.liepin.com/job/1952515275.shtml                5-10年   \n",
       " 22  https://www.liepin.com/job/1937756355.shtml                 3-5年   \n",
       " 23  https://www.liepin.com/job/1952877713.shtml                 3-5年   \n",
       " 24       https://www.liepin.com/lptjob/36105889                  NaN   \n",
       " 25       https://www.liepin.com/lptjob/58318215                  NaN   \n",
       " 26       https://www.liepin.com/lptjob/57158615                  NaN   \n",
       " \n",
       "    job.requireEduLevel comp.compId job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                本科及以上         NaN             NaN             NaN   \n",
       " 1                   本科   8016742.0                                   \n",
       " 2                   本科  13211309.0                                   \n",
       " 3                   大专   9698935.0                                   \n",
       " 4                 学历不限   8226823.0                                   \n",
       " 5                   本科  12869049.0                                   \n",
       " 6                 统招本科   8226823.0                                   \n",
       " 7                   本科   8932876.0                                   \n",
       " 8                   本科   8932876.0                                   \n",
       " 9                   本科    152511.0                                   \n",
       " 10                  本科  12281677.0                                   \n",
       " 11                学历不限   8226823.0                                   \n",
       " 12                  本科  12979213.0                                   \n",
       " 13                  大专  12863197.0                                   \n",
       " 14                  本科   8932876.0                                   \n",
       " 15                  本科    941676.0                                   \n",
       " 16                  本科   8932876.0                                   \n",
       " 17                  本科  13311913.0                                   \n",
       " 18                  本科   8226823.0                                   \n",
       " 19                  本科   5634845.0                                   \n",
       " 20                  本科   8932876.0                                   \n",
       " 21                  本科  13311913.0                                   \n",
       " 22                  本科  12664927.0                                   \n",
       " 23                统招本科   8226823.0                                   \n",
       " 24                 NaN  12208295.0                                   \n",
       " 25                 NaN  13447701.0                                   \n",
       " 26                 NaN   2680101.0                                   \n",
       " \n",
       "    job.campusJobKind  \n",
       " 0                NaN  \n",
       " 1                NaN  \n",
       " 2                NaN  \n",
       " 3                NaN  \n",
       " 4                NaN  \n",
       " 5                NaN  \n",
       " 6                NaN  \n",
       " 7                NaN  \n",
       " 8                NaN  \n",
       " 9                NaN  \n",
       " 10               NaN  \n",
       " 11               NaN  \n",
       " 12               NaN  \n",
       " 13               NaN  \n",
       " 14               NaN  \n",
       " 15               NaN  \n",
       " 16               NaN  \n",
       " 17               NaN  \n",
       " 18               NaN  \n",
       " 19               NaN  \n",
       " 20               NaN  \n",
       " 21               NaN  \n",
       " 22               NaN  \n",
       " 23               NaN  \n",
       " 24                应届  \n",
       " 25                应届  \n",
       " 26                应届  \n",
       " \n",
       " [27 rows x 32 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf39634",
   "metadata": {},
   "source": [
    "## 数据整理成为表格\n",
    "> 1. pandas 中的concat方法"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "481b39e9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"6462fb556beb43237502d75e01u...</td>\n",
       "      <td>[对冲基金, 医疗行业分析师]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>45790357</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>...</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td></td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"60e698774a74410e54a95f6e07u...</td>\n",
       "      <td>[ActionScript]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>51789197</td>\n",
       "      <td>Product Marketing Manager_Timing Devices</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>...</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>https://www.liepin.com/company/1069385/</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1069385.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>55518261</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>...</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>6401a2dfeab4507021d30bd003u.png</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>https://www.liepin.com/company/8441886/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8441886.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5d00bb549fae687d438bbf1008u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>46477001</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>...</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td></td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5e55dbc16324626e17a753d506u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>46763687</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>香港</td>\n",
       "      <td>...</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td></td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d82375c6c1b5ca880e6c4e1cab1a10f6\",\"...</td>\n",
       "      <td>[软件测试, selenium, appium, automation, 自动化, 自动化测试]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>37756355</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>香港-深水埗区</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12664927/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12664927.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...</td>\n",
       "      <td>[数据产品, 数据挖掘]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>52877713</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>香港</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f3ca396ea60860b75020faa02u.jpg</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>https://www.liepin.com/company/8226823/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8226823.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>36105889</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>616f846645a2627dc008eaa008u.png</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12208295/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12208295.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"999d7507686f81b628f2a408451b1532\",\"...</td>\n",
       "      <td>[本科, 软件测试, 应用测试, 功能测试, iOS, Android]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>58318215</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>https://www.liepin.com/company/13447701/</td>\n",
       "      <td>游戏</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13447701.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"...</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>57158615</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>...</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5cd93b94501544662c710a6c05u.png</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>https://www.liepin.com/company/2680101/</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2680101.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>107 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "3   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "4   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "..                                                ...   \n",
       "22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterPhoto\":\"6462fb556beb43237502d75e01u...   \n",
       "1   {\"recruiterPhoto\":\"60e698774a74410e54a95f6e07u...   \n",
       "2   {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       "3   {\"recruiterPhoto\":\"5d00bb549fae687d438bbf1008u...   \n",
       "4   {\"recruiterPhoto\":\"5e55dbc16324626e17a753d506u...   \n",
       "..                                                ...   \n",
       "22  {\"userId\":\"d82375c6c1b5ca880e6c4e1cab1a10f6\",\"...   \n",
       "23  {\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...   \n",
       "24  {\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"...   \n",
       "25  {\"userId\":\"999d7507686f81b628f2a408451b1532\",\"...   \n",
       "26  {\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"...   \n",
       "\n",
       "                                          job.labels  \\\n",
       "0                                    [对冲基金, 医疗行业分析师]   \n",
       "1                                     [ActionScript]   \n",
       "2                                                 []   \n",
       "3                                                 []   \n",
       "4                                                 []   \n",
       "..                                               ...   \n",
       "22  [软件测试, selenium, appium, automation, 自动化, 自动化测试]   \n",
       "23                                      [数据产品, 数据挖掘]   \n",
       "24                                              [本科]   \n",
       "25              [本科, 软件测试, 应用测试, 功能测试, iOS, Android]   \n",
       "26                                              [本科]   \n",
       "\n",
       "                                       job.dataPromId  job.topJob job.jobKind  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           2   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False           1   \n",
       "..                                                ...         ...         ...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False           2   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False           2   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False           6   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False           6   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False           6   \n",
       "\n",
       "   job.jobId                                      job.title  job.salary  \\\n",
       "0   45790357                             Healthcare Analyst  30-60k·24薪   \n",
       "1   51789197       Product Marketing Manager_Timing Devices        薪资面议   \n",
       "2   55518261                                  业务流程岗(J11204)      15-30k   \n",
       "3   46477001                                     海外对冲基金产品专家        1-2k   \n",
       "4   46763687                                       对冲基金产品专家      50-80k   \n",
       "..       ...                                            ...         ...   \n",
       "22  37756355                                        QA测试工程师      30-35k   \n",
       "23  52877713                             38518C-【CRA】征信模型设计      12-24k   \n",
       "24  36105889                                           产品经理      12-25k   \n",
       "25  58318215                                       APP测试工程师      20-25k   \n",
       "26  57158615  Graduate Engineer (Civil and MEP Engineering)      20-21k   \n",
       "\n",
       "     job.dq  ... comp.compScale  comp.compStage  \\\n",
       "0        香港  ...       500-999人           融资未公开   \n",
       "1     香港-东区  ...       10000人以上             NaN   \n",
       "2    香港-湾仔区  ...    5000-10000人             已上市   \n",
       "3        香港  ...          1-49人           融资未公开   \n",
       "4        香港  ...       10000人以上             已上市   \n",
       "..      ...  ...            ...             ...   \n",
       "22  香港-深水埗区  ...                            NaN   \n",
       "23       香港  ...     2000-5000人            美股上市   \n",
       "24   香港-湾仔区  ...     2000-5000人             NaN   \n",
       "25    香港-东区  ...                            NaN   \n",
       "26  香港-油尖旺区  ...       100-499人             NaN   \n",
       "\n",
       "                      comp.compLogo  comp.compName  \\\n",
       "0   60e2fe0bf3df194a3c48adb502u.png          某知名公司   \n",
       "1   5bfe9df574719d2aa34b7b2203a.png           伊顿中国   \n",
       "2   6401a2dfeab4507021d30bd003u.png           光大证券   \n",
       "3   60e2fe0bf3df194a3c48adb502u.png    某基金/证券/期货公司   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png     某纽交所上市金融集团   \n",
       "..                              ...            ...   \n",
       "22  61b07937d0458d53c627567e02u.jpg       分子金融有限公司   \n",
       "23  5f3ca396ea60860b75020faa02u.jpg          金融壹账通   \n",
       "24  616f846645a2627dc008eaa008u.png     华润数科控股有限公司   \n",
       "25  61b07937d0458d53c627567e02u.jpg  Winner Studio   \n",
       "26  5cd93b94501544662c710a6c05u.png           阿特金斯   \n",
       "\n",
       "                                   comp.link comp.compIndustry  \\\n",
       "0                                                     房地产租赁/中介   \n",
       "1    https://www.liepin.com/company/1069385/             机械/设备   \n",
       "2    https://www.liepin.com/company/8441886/          基金/证券/期货   \n",
       "3                                                     基金/证券/期货   \n",
       "4                                                     基金/证券/投资   \n",
       "..                                       ...               ...   \n",
       "22  https://www.liepin.com/company/12664927/              IT服务   \n",
       "23   https://www.liepin.com/company/8226823/              科技金融   \n",
       "24  https://www.liepin.com/company/12208295/              人工智能   \n",
       "25  https://www.liepin.com/company/13447701/                游戏   \n",
       "26   https://www.liepin.com/company/2680101/           房地产开发经营   \n",
       "\n",
       "   job.pcOuterLink job.h5OuterLink comp.compId job.campusJobKind  \n",
       "0              NaN             NaN         NaN               NaN  \n",
       "1                                    1069385.0               NaN  \n",
       "2                                    8441886.0               NaN  \n",
       "3              NaN             NaN         NaN               NaN  \n",
       "4              NaN             NaN         NaN               NaN  \n",
       "..             ...             ...         ...               ...  \n",
       "22                                  12664927.0               NaN  \n",
       "23                                   8226823.0               NaN  \n",
       "24                                  12208295.0                应届  \n",
       "25                                  13447701.0                应届  \n",
       "26                                   2680101.0                应届  \n",
       "\n",
       "[107 rows x 32 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c2ac6009",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'产品经理'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "key = payload['data']['mainSearchPcConditionForm']['key']\n",
    "key"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70fc6de3",
   "metadata": {},
   "source": [
    "## 数据存储"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2e032016",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0affdb43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "time.struct_time(tm_year=2023, tm_mon=6, tm_mday=7, tm_hour=20, tm_min=46, tm_sec=8, tm_wday=2, tm_yday=158, tm_isdst=0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "time.localtime()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9badfd3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'67_2046'"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "output_time = str(time.localtime().tm_mon)\\\n",
    "             +str(time.localtime().tm_mday)+'_'\\\n",
    "             +str(time.localtime().tm_hour) \\\n",
    "             +str(time.localtime().tm_min)\n",
    "output_time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1d2de632",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 按照职位名称和时间导出文件\n",
    "df.to_excel( key +'_liepin_'+output_time+'.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6511a95",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "\n",
    "> 1. Pandas/Numpy\n",
    "> 2. Pyecharts(bokeh、matplotlab、seaborn、echarts、Tebleau)/更考虑用户的体验"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ae96f73c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "af2682c2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>job.campusJobKind</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"6462fb556beb43237502d75e01u...</td>\n",
       "      <td>['对冲基金', '医疗行业分析师']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>45790357</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>...</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"60e698774a74410e54a95f6e07u...</td>\n",
       "      <td>['ActionScript']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>51789197</td>\n",
       "      <td>Product Marketing Manager_Timing Devices</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>https://www.liepin.com/company/1069385/</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1069385.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>55518261</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>6401a2dfeab4507021d30bd003u.png</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>https://www.liepin.com/company/8441886/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8441886.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5d00bb549fae687d438bbf1008u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>46477001</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>...</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"recruiterPhoto\":\"5e55dbc16324626e17a753d506u...</td>\n",
       "      <td>[]</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>46763687</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>...</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>22</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d82375c6c1b5ca880e6c4e1cab1a10f6\",\"...</td>\n",
       "      <td>['软件测试', 'selenium', 'appium', 'automation', '...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>37756355</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12664927/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12664927.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>23</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...</td>\n",
       "      <td>['数据产品', '数据挖掘']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>52877713</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5f3ca396ea60860b75020faa02u.jpg</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>https://www.liepin.com/company/8226823/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8226823.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>24</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"...</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>36105889</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>616f846645a2627dc008eaa008u.png</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12208295/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12208295.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>25</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"999d7507686f81b628f2a408451b1532\",\"...</td>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>58318215</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>https://www.liepin.com/company/13447701/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13447701.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>26</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"...</td>\n",
       "      <td>['本科']</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=2&amp;d...</td>\n",
       "      <td>False</td>\n",
       "      <td>6</td>\n",
       "      <td>57158615</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>...</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5cd93b94501544662c710a6c05u.png</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>https://www.liepin.com/company/2680101/</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2680101.0</td>\n",
       "      <td>应届</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>107 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "1             1  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "2             2  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "3             3  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "4             4  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       "..          ...                                                ...   \n",
       "102          22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "103          23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "104          24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "105          25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "106          26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"recruiterPhoto\":\"6462fb556beb43237502d75e01u...   \n",
       "1    {\"recruiterPhoto\":\"60e698774a74410e54a95f6e07u...   \n",
       "2    {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       "3    {\"recruiterPhoto\":\"5d00bb549fae687d438bbf1008u...   \n",
       "4    {\"recruiterPhoto\":\"5e55dbc16324626e17a753d506u...   \n",
       "..                                                 ...   \n",
       "102  {\"userId\":\"d82375c6c1b5ca880e6c4e1cab1a10f6\",\"...   \n",
       "103  {\"userId\":\"7705f15f9d97b5179219e7c34b570890\",\"...   \n",
       "104  {\"userId\":\"ec2691c72242893ee561bfb7ea7b7aee\",\"...   \n",
       "105  {\"userId\":\"999d7507686f81b628f2a408451b1532\",\"...   \n",
       "106  {\"userId\":\"ff2a682ca4ca5ef4729e993fff0798b4\",\"...   \n",
       "\n",
       "                                            job.labels  \\\n",
       "0                                  ['对冲基金', '医疗行业分析师']   \n",
       "1                                     ['ActionScript']   \n",
       "2                                                   []   \n",
       "3                                                   []   \n",
       "4                                                   []   \n",
       "..                                                 ...   \n",
       "102  ['软件测试', 'selenium', 'appium', 'automation', '...   \n",
       "103                                   ['数据产品', '数据挖掘']   \n",
       "104                                             ['本科']   \n",
       "105   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']   \n",
       "106                                             ['本科']   \n",
       "\n",
       "                                        job.dataPromId  job.topJob  \\\n",
       "0    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       "1    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       "2    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       "3    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       "4    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       "..                                                 ...         ...   \n",
       "102  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False   \n",
       "103  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False   \n",
       "104  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False   \n",
       "105  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False   \n",
       "106  d_sfrom=search_prime&d_ckId=null&d_curPage=2&d...       False   \n",
       "\n",
       "     job.jobKind  job.jobId                                      job.title  \\\n",
       "0              1   45790357                             Healthcare Analyst   \n",
       "1              2   51789197       Product Marketing Manager_Timing Devices   \n",
       "2              2   55518261                                  业务流程岗(J11204)   \n",
       "3              1   46477001                                     海外对冲基金产品专家   \n",
       "4              1   46763687                                       对冲基金产品专家   \n",
       "..           ...        ...                                            ...   \n",
       "102            2   37756355                                        QA测试工程师   \n",
       "103            2   52877713                             38518C-【CRA】征信模型设计   \n",
       "104            6   36105889                                           产品经理   \n",
       "105            6   58318215                                       APP测试工程师   \n",
       "106            6   57158615  Graduate Engineer (Civil and MEP Engineering)   \n",
       "\n",
       "     job.salary  ... comp.compScale  comp.compStage  \\\n",
       "0    30-60k·24薪  ...       500-999人           融资未公开   \n",
       "1          薪资面议  ...       10000人以上             NaN   \n",
       "2        15-30k  ...    5000-10000人             已上市   \n",
       "3          1-2k  ...          1-49人           融资未公开   \n",
       "4        50-80k  ...       10000人以上             已上市   \n",
       "..          ...  ...            ...             ...   \n",
       "102      30-35k  ...            NaN             NaN   \n",
       "103      12-24k  ...     2000-5000人            美股上市   \n",
       "104      12-25k  ...     2000-5000人             NaN   \n",
       "105      20-25k  ...            NaN             NaN   \n",
       "106      20-21k  ...       100-499人             NaN   \n",
       "\n",
       "                       comp.compLogo  comp.compName  \\\n",
       "0    60e2fe0bf3df194a3c48adb502u.png          某知名公司   \n",
       "1    5bfe9df574719d2aa34b7b2203a.png           伊顿中国   \n",
       "2    6401a2dfeab4507021d30bd003u.png           光大证券   \n",
       "3    60e2fe0bf3df194a3c48adb502u.png    某基金/证券/期货公司   \n",
       "4    60e2fe0bf3df194a3c48adb502u.png     某纽交所上市金融集团   \n",
       "..                               ...            ...   \n",
       "102  61b07937d0458d53c627567e02u.jpg       分子金融有限公司   \n",
       "103  5f3ca396ea60860b75020faa02u.jpg          金融壹账通   \n",
       "104  616f846645a2627dc008eaa008u.png     华润数科控股有限公司   \n",
       "105  61b07937d0458d53c627567e02u.jpg  Winner Studio   \n",
       "106  5cd93b94501544662c710a6c05u.png           阿特金斯   \n",
       "\n",
       "                                    comp.link comp.compIndustry  \\\n",
       "0                                         NaN          房地产租赁/中介   \n",
       "1     https://www.liepin.com/company/1069385/             机械/设备   \n",
       "2     https://www.liepin.com/company/8441886/          基金/证券/期货   \n",
       "3                                         NaN          基金/证券/期货   \n",
       "4                                         NaN          基金/证券/投资   \n",
       "..                                        ...               ...   \n",
       "102  https://www.liepin.com/company/12664927/              IT服务   \n",
       "103   https://www.liepin.com/company/8226823/              科技金融   \n",
       "104  https://www.liepin.com/company/12208295/              人工智能   \n",
       "105  https://www.liepin.com/company/13447701/                游戏   \n",
       "106   https://www.liepin.com/company/2680101/           房地产开发经营   \n",
       "\n",
       "    job.pcOuterLink job.h5OuterLink  comp.compId job.campusJobKind  \n",
       "0               NaN             NaN          NaN               NaN  \n",
       "1               NaN             NaN    1069385.0               NaN  \n",
       "2               NaN             NaN    8441886.0               NaN  \n",
       "3               NaN             NaN          NaN               NaN  \n",
       "4               NaN             NaN          NaN               NaN  \n",
       "..              ...             ...          ...               ...  \n",
       "102             NaN             NaN   12664927.0               NaN  \n",
       "103             NaN             NaN    8226823.0               NaN  \n",
       "104             NaN             NaN   12208295.0                应届  \n",
       "105             NaN             NaN   13447701.0                应届  \n",
       "106             NaN             NaN    2680101.0                应届  \n",
       "\n",
       "[107 rows x 33 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel(key+'_liepin_'+output_time+'.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e14c166d",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 107 entries, 0 to 106\n",
      "Data columns (total 33 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                107 non-null    int64  \n",
      " 1   dataInfo                  107 non-null    object \n",
      " 2   dataParams                107 non-null    object \n",
      " 3   job.labels                107 non-null    object \n",
      " 4   job.dataPromId            107 non-null    object \n",
      " 5   job.topJob                107 non-null    bool   \n",
      " 6   job.jobKind               107 non-null    int64  \n",
      " 7   job.jobId                 107 non-null    int64  \n",
      " 8   job.title                 107 non-null    object \n",
      " 9   job.salary                107 non-null    object \n",
      " 10  job.dq                    107 non-null    object \n",
      " 11  job.refreshTime           107 non-null    int64  \n",
      " 12  job.advViewFlag           107 non-null    bool   \n",
      " 13  job.link                  107 non-null    object \n",
      " 14  job.requireEduLevel       104 non-null    object \n",
      " 15  job.requireWorkYears      104 non-null    object \n",
      " 16  recruiter.recruiterPhoto  107 non-null    object \n",
      " 17  recruiter.imId            107 non-null    object \n",
      " 18  recruiter.imUserType      107 non-null    int64  \n",
      " 19  recruiter.recruiterName   107 non-null    object \n",
      " 20  recruiter.recruiterTitle  86 non-null     object \n",
      " 21  recruiter.chatted         107 non-null    bool   \n",
      " 22  recruiter.recruiterId     107 non-null    object \n",
      " 23  comp.compScale            98 non-null     object \n",
      " 24  comp.compStage            45 non-null     object \n",
      " 25  comp.compLogo             107 non-null    object \n",
      " 26  comp.compName             107 non-null    object \n",
      " 27  comp.link                 75 non-null     object \n",
      " 28  comp.compIndustry         107 non-null    object \n",
      " 29  job.pcOuterLink           0 non-null      float64\n",
      " 30  job.h5OuterLink           0 non-null      float64\n",
      " 31  comp.compId               75 non-null     float64\n",
      " 32  job.campusJobKind         3 non-null      object \n",
      "dtypes: bool(3), float64(3), int64(5), object(22)\n",
      "memory usage: 25.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bf806de",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "048c64d5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['对冲基金', '医疗行业分析师']</td>\n",
       "      <td>20230504173835</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['ActionScript']</td>\n",
       "      <td>20220810152931</td>\n",
       "      <td>Product Marketing Manager_Timing Devices</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230528225940</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230606184047</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>['软件测试', 'selenium', 'appium', 'automation', '...</td>\n",
       "      <td>20210414103726</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>香港-深水埗区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>['数据产品', '数据挖掘']</td>\n",
       "      <td>20221019114143</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230607101429</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>107 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                  ['对冲基金', '医疗行业分析师']   20230504173835   \n",
       "1                                     ['ActionScript']   20220810152931   \n",
       "2                                                   []   20230528225940   \n",
       "3                                                   []   20230605154311   \n",
       "4                                                   []   20230606184047   \n",
       "..                                                 ...              ...   \n",
       "102  ['软件测试', 'selenium', 'appium', 'automation', '...   20210414103726   \n",
       "103                                   ['数据产品', '数据挖掘']   20221019114143   \n",
       "104                                             ['本科']   20210223134718   \n",
       "105   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']   20230506100220   \n",
       "106                                             ['本科']   20230607101429   \n",
       "\n",
       "                                         job.title  job.salary   job.dq  \\\n",
       "0                               Healthcare Analyst  30-60k·24薪       香港   \n",
       "1         Product Marketing Manager_Timing Devices        薪资面议    香港-东区   \n",
       "2                                    业务流程岗(J11204)      15-30k   香港-湾仔区   \n",
       "3                                       海外对冲基金产品专家        1-2k       香港   \n",
       "4                                         对冲基金产品专家      50-80k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "102                                        QA测试工程师      30-35k  香港-深水埗区   \n",
       "103                             38518C-【CRA】征信模型设计      12-24k       香港   \n",
       "104                                           产品经理      12-25k   香港-湾仔区   \n",
       "105                                       APP测试工程师      20-25k    香港-东区   \n",
       "106  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     job.topJob job.requireWorkYears job.requireEduLevel comp.compStage  \\\n",
       "0         False                 经验不限                学历不限          融资未公开   \n",
       "1         False                 经验不限                  本科            NaN   \n",
       "2         False                 1-3年                  本科            已上市   \n",
       "3         False                5-10年                统招本科          融资未公开   \n",
       "4         False                10年以上                统招本科            已上市   \n",
       "..          ...                  ...                 ...            ...   \n",
       "102       False                 3-5年                  本科            NaN   \n",
       "103       False                 3-5年                统招本科           美股上市   \n",
       "104       False                  NaN                 NaN            NaN   \n",
       "105       False                  NaN                 NaN            NaN   \n",
       "106       False                  NaN                 NaN            NaN   \n",
       "\n",
       "     comp.compName comp.compIndustry comp.compScale  \n",
       "0            某知名公司          房地产租赁/中介       500-999人  \n",
       "1             伊顿中国             机械/设备       10000人以上  \n",
       "2             光大证券          基金/证券/期货    5000-10000人  \n",
       "3      某基金/证券/期货公司          基金/证券/期货          1-49人  \n",
       "4       某纽交所上市金融集团          基金/证券/投资       10000人以上  \n",
       "..             ...               ...            ...  \n",
       "102       分子金融有限公司              IT服务            NaN  \n",
       "103          金融壹账通              科技金融     2000-5000人  \n",
       "104     华润数科控股有限公司              人工智能     2000-5000人  \n",
       "105  Winner Studio                游戏            NaN  \n",
       "106           阿特金斯           房地产开发经营       100-499人  \n",
       "\n",
       "[107 rows x 12 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66931fa5",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "40af9bd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "香港         38\n",
       "香港-葵青区     17\n",
       "香港-湾仔区     16\n",
       "香港-中西区     13\n",
       "香港-观塘区      6\n",
       "香港-东区       4\n",
       "香港-油尖旺区     3\n",
       "香港-沙田区      3\n",
       "香港-元朗区      2\n",
       "香港-西贡区      2\n",
       "香港-深水埗区     1\n",
       "香港-荃湾区      1\n",
       "香港-九龙城区     1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3d453ad6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['香港',\n",
       " '香港-葵青区',\n",
       " '香港-湾仔区',\n",
       " '香港-中西区',\n",
       " '香港-观塘区',\n",
       " '香港-东区',\n",
       " '香港-油尖旺区',\n",
       " '香港-沙田区',\n",
       " '香港-元朗区',\n",
       " '香港-西贡区',\n",
       " '香港-深水埗区',\n",
       " '香港-荃湾区',\n",
       " '香港-九龙城区']"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6e2e2626",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['葵青区',\n",
       " '湾仔区',\n",
       " '中西区',\n",
       " '观塘区',\n",
       " '东区',\n",
       " '油尖旺区',\n",
       " '沙田区',\n",
       " '元朗区',\n",
       " '西贡区',\n",
       " '深水埗区',\n",
       " '荃湾区',\n",
       " '九龙城区']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "地区 = [  df_PM_gz['job.dq'].value_counts().index.tolist()[i].split('-')[1]\\\n",
    "      for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "4cc7c76a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[17, 16, 13, 6, 4, 3, 3, 2, 2, 1, 1, 1]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "岗位个数 = [  df_PM_gz['job.dq'].value_counts().values.tolist()[i]     \\\n",
    "        for i,v in enumerate(df_PM_gz['job.dq'].value_counts().index.tolist()) if '-' in v]\n",
    "岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1d6a1a77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(用户输入城市, [list(z) for z in zip(地区, 岗位个数)], 用户输入城市)\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-\"+用户输入城市+\"地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    .render( key+\"_dq_\"+用户输入城市+\"_地区分布_\"+output_time+\".html\")\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2eeb9e36",
   "metadata": {},
   "source": [
    "## 职位分布\n",
    "\n",
    "* 知识点：dataframe字符串处理\n",
    "> 1. [pandas.series.str](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.Series.str.html)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b865f4c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                 Healthcare Analyst\n",
       "1           Product Marketing Manager_Timing Devices\n",
       "2                                      业务流程岗(J11204)\n",
       "3                                         海外对冲基金产品专家\n",
       "4                                           对冲基金产品专家\n",
       "                           ...                      \n",
       "102                                          QA测试工程师\n",
       "103                               38518C-【CRA】征信模型设计\n",
       "104                                             产品经理\n",
       "105                                         APP测试工程师\n",
       "106    Graduate Engineer (Civil and MEP Engineering)\n",
       "Name: job.title, Length: 107, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "7bdd1791",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10                  \n",
       "22            【总行岗位】\n",
       "29            证券投资经理\n",
       "34        高级ICT技术经理 \n",
       "35                  \n",
       "47         石油化工项目工程师\n",
       "59            风险合规经理\n",
       "62                  \n",
       "63      石油化工项目-设计工程师\n",
       "64        平台产品leader\n",
       "81                  \n",
       "92             9号牌RO\n",
       "99    HCM产品行销经理\\售前顾问\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 还要合并回去原来的行\n",
    "df_PM_gz['job.title'][   df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "67ce6925",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                            11\n",
       "产品经理                             5\n",
       "                                 4\n",
       "结构化产品专家                          2\n",
       "海外对冲基金产品专家                       2\n",
       "                                ..\n",
       "【总行岗位】                           1\n",
       "境外-创新增长运营                        1\n",
       "销售代表                             1\n",
       "投资经理                             1\n",
       "Sales and Marketing Director     1\n",
       "Name: job.title, Length: 85, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0].split('(')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "002d568f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '产品经理 ',\n",
       " '',\n",
       " '结构化产品专家',\n",
       " '海外对冲基金产品专家',\n",
       " '产品岗',\n",
       " 'Product Manager ',\n",
       " '数字化产品经理',\n",
       " 'Product Marketing Manager_Timing Devices',\n",
       " '数据中心运营流程管理高级工程师',\n",
       " '期权产品经理',\n",
       " '38518H-【CRA】数据资产管理经理',\n",
       " '石油化工项目工程师',\n",
       " '业务流程岗',\n",
       " 'Product Manager , Electronic Banking',\n",
       " '产品经理-海外交易柜台方向',\n",
       " '助理产品经理',\n",
       " 'EHS技术产品研发经理 EHS Solutions RD Manager',\n",
       " '证券投资经理',\n",
       " 'Project Engineer at HK Site',\n",
       " '产品设计工程师',\n",
       " 'Digital Marketing Manager',\n",
       " '售前产品经理',\n",
       " '石油化工项目-设计工程师',\n",
       " '仓库文员',\n",
       " 'Product Manager-Film Capacitor',\n",
       " '9号牌RO',\n",
       " 'QA测试工程师',\n",
       " 'Quantitative Portfolio Manager 量化投资基金经理 - SG',\n",
       " '奢侈品销售',\n",
       " '38518G-【CRA】产品经理',\n",
       " '风险合规经理',\n",
       " 'Assistant Manager, Digital Marketing',\n",
       " 'Healthcare Analyst',\n",
       " '产品解决方案专家',\n",
       " '\\xa090M0116548项目工程师',\n",
       " '蚂蚁集团-产品专家-国际事业群',\n",
       " '客户服务经理Product & Customer Service Manager',\n",
       " '新产品发展经理',\n",
       " 'Project Design Engineer at HK Site',\n",
       " '产品经理 Product Manager',\n",
       " '数据产品经理',\n",
       " '数字营销经理',\n",
       " '云计算售前产品经理',\n",
       " '商务开发经理',\n",
       " 'Product Manager - Transaction',\n",
       " 'Project Document Controller at HK Site',\n",
       " '基金产品总监',\n",
       " '境外-创新增长运营-香港、北京',\n",
       " '南方基金香港子公司',\n",
       " 'Fixed Income Trader',\n",
       " '仓库组长',\n",
       " '金融产品经理',\n",
       " 'IoT solution & Device Product Manager',\n",
       " '对冲基金产品专家',\n",
       " '普洱茶 市场销售部总监',\n",
       " '海外交易柜台产品经理',\n",
       " 'HelpDesk技术支持',\n",
       " '产品市场经理 Product Marketing Manager',\n",
       " 'Global CTA PM ',\n",
       " 'SaaS Product Manager',\n",
       " '海外对冲基金产品总监',\n",
       " '高级ICT技术经理 ',\n",
       " 'Graduate Engineer ',\n",
       " '南方东英-固收交易员',\n",
       " 'Product Manager- Fulfillment',\n",
       " '平台产品leader',\n",
       " 'Project Engineer - Project Management and Service Access',\n",
       " '香港高级投资经理',\n",
       " '5G Device Product Manager',\n",
       " ' IT Project Manager',\n",
       " '财富产品专家',\n",
       " '38518C-【CRA】征信模型设计',\n",
       " '[量化]基金经理',\n",
       " 'HCM产品行销经理\\\\售前顾问',\n",
       " 'APP测试工程师',\n",
       " 'Associate, Product Development',\n",
       " '基金产品经理',\n",
       " 'Account Manager',\n",
       " 'Business Management Product Manager',\n",
       " '【总行岗位】',\n",
       " '境外-创新增长运营',\n",
       " '销售代表',\n",
       " '投资经理',\n",
       " 'Sales and Marketing Director']"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "02180275",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "85"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df_job_title.index.tolist())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e8c8f438",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[11,\n",
       " 5,\n",
       " 4,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 2,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1,\n",
       " 1]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "24635f28",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                                        10\n",
       "海外对冲基金产品专家                                                   2\n",
       "数字化产品经理                                                      2\n",
       "Product Manager (AD to Dir)                                  2\n",
       "结构化产品专家                                                      2\n",
       "                                                            ..\n",
       "Business Management Product Manager                          1\n",
       "境外-创新增长运营                                                    1\n",
       "销售代表                                                         1\n",
       "投资经理                                                         1\n",
       "Quantitative Portfolio Manager 量化投资基金经理 - SG/China HK/US     1\n",
       "Name: job.title, Length: 94, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "0a02f2bc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理 ', 5),\n",
       " ('', 4),\n",
       " ('结构化产品专家', 2),\n",
       " ('海外对冲基金产品专家', 2),\n",
       " ('产品岗', 2),\n",
       " ('Product Manager ', 2),\n",
       " ('数字化产品经理', 2),\n",
       " ('Product Marketing Manager_Timing Devices', 1),\n",
       " ('数据中心运营流程管理高级工程师', 1),\n",
       " ('期权产品经理', 1),\n",
       " ('38518H-【CRA】数据资产管理经理', 1),\n",
       " ('石油化工项目工程师', 1),\n",
       " ('业务流程岗', 1),\n",
       " ('Product Manager , Electronic Banking', 1),\n",
       " ('产品经理-海外交易柜台方向', 1),\n",
       " ('助理产品经理', 1),\n",
       " ('EHS技术产品研发经理 EHS Solutions RD Manager', 1),\n",
       " ('证券投资经理', 1),\n",
       " ('Project Engineer at HK Site', 1),\n",
       " ('产品设计工程师', 1),\n",
       " ('Digital Marketing Manager', 1),\n",
       " ('售前产品经理', 1),\n",
       " ('石油化工项目-设计工程师', 1),\n",
       " ('仓库文员', 1),\n",
       " ('Product Manager-Film Capacitor', 1),\n",
       " ('9号牌RO', 1),\n",
       " ('QA测试工程师', 1),\n",
       " ('Quantitative Portfolio Manager 量化投资基金经理 - SG', 1),\n",
       " ('奢侈品销售', 1),\n",
       " ('38518G-【CRA】产品经理', 1),\n",
       " ('风险合规经理', 1),\n",
       " ('Assistant Manager, Digital Marketing', 1),\n",
       " ('Healthcare Analyst', 1),\n",
       " ('产品解决方案专家', 1),\n",
       " ('\\xa090M0116548项目工程师', 1),\n",
       " ('蚂蚁集团-产品专家-国际事业群', 1),\n",
       " ('客户服务经理Product & Customer Service Manager', 1),\n",
       " ('新产品发展经理', 1),\n",
       " ('Project Design Engineer at HK Site', 1),\n",
       " ('产品经理 Product Manager', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('数字营销经理', 1),\n",
       " ('云计算售前产品经理', 1),\n",
       " ('商务开发经理', 1),\n",
       " ('Product Manager - Transaction', 1),\n",
       " ('Project Document Controller at HK Site', 1),\n",
       " ('基金产品总监', 1),\n",
       " ('境外-创新增长运营-香港、北京', 1),\n",
       " ('南方基金香港子公司', 1),\n",
       " ('Fixed Income Trader', 1),\n",
       " ('仓库组长', 1),\n",
       " ('金融产品经理', 1),\n",
       " ('IoT solution & Device Product Manager', 1),\n",
       " ('对冲基金产品专家', 1),\n",
       " ('普洱茶 市场销售部总监', 1),\n",
       " ('海外交易柜台产品经理', 1),\n",
       " ('HelpDesk技术支持', 1),\n",
       " ('产品市场经理 Product Marketing Manager', 1),\n",
       " ('Global CTA PM ', 1),\n",
       " ('SaaS Product Manager', 1),\n",
       " ('海外对冲基金产品总监', 1),\n",
       " ('高级ICT技术经理 ', 1),\n",
       " ('Graduate Engineer ', 1),\n",
       " ('南方东英-固收交易员', 1),\n",
       " ('Product Manager- Fulfillment', 1),\n",
       " ('平台产品leader', 1),\n",
       " ('Project Engineer - Project Management and Service Access', 1),\n",
       " ('香港高级投资经理', 1),\n",
       " ('5G Device Product Manager', 1),\n",
       " (' IT Project Manager', 1),\n",
       " ('财富产品专家', 1),\n",
       " ('38518C-【CRA】征信模型设计', 1),\n",
       " ('[量化]基金经理', 1),\n",
       " ('HCM产品行销经理\\\\售前顾问', 1),\n",
       " ('APP测试工程师', 1),\n",
       " ('Associate, Product Development', 1),\n",
       " ('基金产品经理', 1),\n",
       " ('Account Manager', 1),\n",
       " ('Business Management Product Manager', 1),\n",
       " ('【总行岗位】', 1),\n",
       " ('境外-创新增长运营', 1),\n",
       " ('销售代表', 1),\n",
       " ('投资经理', 1),\n",
       " ('Sales and Marketing Director', 1)]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表推导式\n",
    "PM_title_words = [(  df_job_title.index.tolist()[i]   ,   df_job_title.values.tolist()[i]  )    for i in range(1,len(df_job_title.index.tolist())) ]\n",
    "PM_title_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "601ce6a9",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_title_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_岗位名称_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dd926d7",
   "metadata": {},
   "source": [
    "## job.labels\n",
    "\n",
    "* 目标：统计labels的数量并做词云图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "692c0136",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                    ['对冲基金', '医疗行业分析师']\n",
       "1                                       ['ActionScript']\n",
       "2                                                     []\n",
       "3                                                     []\n",
       "4                                                     []\n",
       "                             ...                        \n",
       "102    ['软件测试', 'selenium', 'appium', 'automation', '...\n",
       "103                                     ['数据产品', '数据挖掘']\n",
       "104                                               ['本科']\n",
       "105     ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']\n",
       "106                                               ['本科']\n",
       "Name: job.labels, Length: 107, dtype: object"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "58da6bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['对冲基金', '医疗行业分析师']\", \"['ActionScript']\", '[]', '[]', '[]', '[]',\n",
       "       \"['量化私募']\", \"['产品设计', '产品规划']\", \"['新产品导入']\", '[]', '[]',\n",
       "       \"['基金产品总监', '基金筛选', 'FOF基金', '对冲基金', '结构化产品', '基金尽调', '海外基金']\",\n",
       "       '[]', '[]', \"['用户运营', '产品运营']\",\n",
       "       \"['包装设计', 'UG', 'SolidWorks', '结构设计', '3D设计', 'keyshot']\", '[]',\n",
       "       '[]', '[]', '[]', '[]', '[]', '[]',\n",
       "       \"['金融产品', '产品经理', '投资管理', '资产管理', '财富管理', 'Product Manager', '基金类']\",\n",
       "       \"['营销策划', '品牌策划', '自媒体策划', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件', '消费品']\",\n",
       "       \"['金融产品', '互联网金融', '金融理财/贷款', '金融行业', 'IT互联网', '批发/零售', '产品设计', '产品规划', '团队管理']\",\n",
       "       '[]', '[]', '[]', '[]', \"['量化交易', 'CTA策略']\",\n",
       "       \"['项目工程师', '香港工作', '土木工程', '结构工程']\", \"['金融产品经理']\",\n",
       "       \"['CRM软件', '需求确认', '营销项目', 'CRM系统']\", '[]', '[]', '[]', '[]', '[]',\n",
       "       \"['金融产品', '金融行业', '征信行业', '用户研究', '产品规划']\", \"['门店销售']\", '[]', '[]',\n",
       "       '[]', \"['智能家居', '物联网', '智慧家居', '智能硬件', '照明产品']\", '[]',\n",
       "       \"['市场营销', '竞品分析', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件']\",\n",
       "       \"['质量管理', '风控项目', '.NET', 'ASP.NET', 'ClickHouse']\",\n",
       "       \"['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品']\", \"['技术支持']\", '[]',\n",
       "       \"['用户运营']\", '[]',\n",
       "       \"['需求分析', 'IT互联网', '区块链', 'web端产品', '产品规划', '用户研究', '市场调研', '原型设计', '产品优化', 'Axure']\",\n",
       "       \"['美元VC', '清华姚班', '清华智班', '清华量信班', '机器人', '人工智能研究院', 'AI', 'OpenAI']\",\n",
       "       '[]', '[]', \"['施工现场管理', '安防工程', '建筑施工']\", '[]', '[]', '[]',\n",
       "       \"['奢侈品', '形象气质佳', '英语可作工作语言']\",\n",
       "       \"['安全产品', '信息安全', '市场调研', '产品规划', '团队管理']\",\n",
       "       \"['质量管理', '风控项目', 'ASP.NET', '.NET']\",\n",
       "       \"['平台产品', '增长产品', 'IT互联网', '产品设计', '用户研究', '团队管理']\",\n",
       "       \"['交易产品', '金融行业']\", '[]', \"['项目施工管理']\", '[]', '[]',\n",
       "       \"['EHS', 'PPE', '安全生产', '职业卫生', '工业卫生', 'HSE', 'ESH', 'Process safety', '工艺安全', '过程安全']\",\n",
       "       '[]', \"['客户服务']\", '[]', \"['征信行业']\",\n",
       "       \"['大数据', '流程管理', '交付管理', '流程优化', '化工行业', 'IT/互联网/软件', 'PMP', 'PMP项目管理认证', '项目管理师']\",\n",
       "       \"['ActionScript']\", '[]',\n",
       "       \"['海外仓', '出入库管理', '库存盘点', '仓库管理', '库存管理', '现场管理', '消费品', '贸易/进出口', '交通/运输']\",\n",
       "       \"['网络营销', '策划', '市场营销', 'office', '整合营销', '数据统计分析']\",\n",
       "       \"['CRM产品', '策略产品', '工具产品', '数据产品', 'to C', 'CRM系统', '广告营销', '用户研究', '产品设计', '产品规划']\",\n",
       "       '[]', \"['区块链', '产品规划', 'web3', '数据产品', 'to C', 'IT互联网']\",\n",
       "       \"['出入库管理', '仓库管理', '订单管理', '库存管理', '库存盘点', '现场管理', '海外仓', '贸易/进出口', '电子产品及配件', '消费品']\",\n",
       "       '[]', \"['硬件产品', '游戏产品']\",\n",
       "       \"['金融产品', '征信行业', '金融行业', '金融理财/贷款', '批发/零售', '产品优化', '产品设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       '[]', \"['商业产品', '云计算', '移动端产品', '用户研究', '竞品分析', '团队管理']\",\n",
       "       \"['商业产品', '用户研究', '团队管理', '产品规划', '数据分析']\",\n",
       "       \"['施工现场管理', '建筑施工', 'PROJECT']\",\n",
       "       \"['金融产品', '征信行业', '金融行业', '批发/零售', '金融理财/贷款', '产品优化', '产品设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       '[]', \"['事业部总监 ', '事业部总经理  ', '总经理', '销售总监']\", \"['通信领域']\",\n",
       "       \"['客户管理', 'RFP']\",\n",
       "       \"['投资产品', '电商产品', '工具产品', '通讯/网络设备', '广告营销', '电子商务', '产品优化']\",\n",
       "       \"['saas', '市场洞察', '客户管理', 'IT/互联网/软件', '电子/通信/硬件', '团队管理', '电子商务', '销售管理', '广告/传媒/文化', '学术/科研']\",\n",
       "       \"['数据产品', '征信行业', '产品优化']\", \"['HCM', '售前', '本地化', '海外']\",\n",
       "       \"['saas']\",\n",
       "       \"['需求挖掘', '数据分析', '需求分析', '产品规划', '需求调研', '产品设计', '计算机软件', '通讯/网络设备', '后台产品', 'SaaS产品']\",\n",
       "       \"['软件测试', 'selenium', 'appium', 'automation', '自动化', '自动化测试']\",\n",
       "       \"['数据产品', '数据挖掘']\", \"['本科']\",\n",
       "       \"['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']\", \"['本科']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d607c892",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['对冲基金', '医疗行业分析师'],\n",
       " ['ActionScript'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['量化私募'],\n",
       " ['产品设计', '产品规划'],\n",
       " ['新产品导入'],\n",
       " [],\n",
       " [],\n",
       " ['基金产品总监', '基金筛选', 'FOF基金', '对冲基金', '结构化产品', '基金尽调', '海外基金'],\n",
       " [],\n",
       " [],\n",
       " ['用户运营', '产品运营'],\n",
       " ['包装设计', 'UG', 'SolidWorks', '结构设计', '3D设计', 'keyshot'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['金融产品', '产品经理', '投资管理', '资产管理', '财富管理', 'Product Manager', '基金类'],\n",
       " ['营销策划',\n",
       "  '品牌策划',\n",
       "  '自媒体策划',\n",
       "  '社交媒体',\n",
       "  '社交媒介',\n",
       "  '营销活动',\n",
       "  '广告/传媒/文化',\n",
       "  'IT/互联网/软件',\n",
       "  '消费品'],\n",
       " ['金融产品',\n",
       "  '互联网金融',\n",
       "  '金融理财/贷款',\n",
       "  '金融行业',\n",
       "  'IT互联网',\n",
       "  '批发/零售',\n",
       "  '产品设计',\n",
       "  '产品规划',\n",
       "  '团队管理'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['量化交易', 'CTA策略'],\n",
       " ['项目工程师', '香港工作', '土木工程', '结构工程'],\n",
       " ['金融产品经理'],\n",
       " ['CRM软件', '需求确认', '营销项目', 'CRM系统'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['金融产品', '金融行业', '征信行业', '用户研究', '产品规划'],\n",
       " ['门店销售'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['智能家居', '物联网', '智慧家居', '智能硬件', '照明产品'],\n",
       " [],\n",
       " ['市场营销', '竞品分析', '社交媒体', '社交媒介', '营销活动', '广告/传媒/文化', 'IT/互联网/软件'],\n",
       " ['质量管理', '风控项目', '.NET', 'ASP.NET', 'ClickHouse'],\n",
       " ['IT互联网', 'SaaS产品', 'to B', '产品设计', '移动端产品'],\n",
       " ['技术支持'],\n",
       " [],\n",
       " ['用户运营'],\n",
       " [],\n",
       " ['需求分析',\n",
       "  'IT互联网',\n",
       "  '区块链',\n",
       "  'web端产品',\n",
       "  '产品规划',\n",
       "  '用户研究',\n",
       "  '市场调研',\n",
       "  '原型设计',\n",
       "  '产品优化',\n",
       "  'Axure'],\n",
       " ['美元VC', '清华姚班', '清华智班', '清华量信班', '机器人', '人工智能研究院', 'AI', 'OpenAI'],\n",
       " [],\n",
       " [],\n",
       " ['施工现场管理', '安防工程', '建筑施工'],\n",
       " [],\n",
       " [],\n",
       " [],\n",
       " ['奢侈品', '形象气质佳', '英语可作工作语言'],\n",
       " ['安全产品', '信息安全', '市场调研', '产品规划', '团队管理'],\n",
       " ['质量管理', '风控项目', 'ASP.NET', '.NET'],\n",
       " ['平台产品', '增长产品', 'IT互联网', '产品设计', '用户研究', '团队管理'],\n",
       " ['交易产品', '金融行业'],\n",
       " [],\n",
       " ['项目施工管理'],\n",
       " [],\n",
       " [],\n",
       " ['EHS',\n",
       "  'PPE',\n",
       "  '安全生产',\n",
       "  '职业卫生',\n",
       "  '工业卫生',\n",
       "  'HSE',\n",
       "  'ESH',\n",
       "  'Process safety',\n",
       "  '工艺安全',\n",
       "  '过程安全'],\n",
       " [],\n",
       " ['客户服务'],\n",
       " [],\n",
       " ['征信行业'],\n",
       " ['大数据',\n",
       "  '流程管理',\n",
       "  '交付管理',\n",
       "  '流程优化',\n",
       "  '化工行业',\n",
       "  'IT/互联网/软件',\n",
       "  'PMP',\n",
       "  'PMP项目管理认证',\n",
       "  '项目管理师'],\n",
       " ['ActionScript'],\n",
       " [],\n",
       " ['海外仓', '出入库管理', '库存盘点', '仓库管理', '库存管理', '现场管理', '消费品', '贸易/进出口', '交通/运输'],\n",
       " ['网络营销', '策划', '市场营销', 'office', '整合营销', '数据统计分析'],\n",
       " ['CRM产品',\n",
       "  '策略产品',\n",
       "  '工具产品',\n",
       "  '数据产品',\n",
       "  'to C',\n",
       "  'CRM系统',\n",
       "  '广告营销',\n",
       "  '用户研究',\n",
       "  '产品设计',\n",
       "  '产品规划'],\n",
       " [],\n",
       " ['区块链', '产品规划', 'web3', '数据产品', 'to C', 'IT互联网'],\n",
       " ['出入库管理',\n",
       "  '仓库管理',\n",
       "  '订单管理',\n",
       "  '库存管理',\n",
       "  '库存盘点',\n",
       "  '现场管理',\n",
       "  '海外仓',\n",
       "  '贸易/进出口',\n",
       "  '电子产品及配件',\n",
       "  '消费品'],\n",
       " [],\n",
       " ['硬件产品', '游戏产品'],\n",
       " ['金融产品',\n",
       "  '征信行业',\n",
       "  '金融行业',\n",
       "  '金融理财/贷款',\n",
       "  '批发/零售',\n",
       "  '产品优化',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  '团队管理'],\n",
       " [],\n",
       " ['商业产品', '云计算', '移动端产品', '用户研究', '竞品分析', '团队管理'],\n",
       " ['商业产品', '用户研究', '团队管理', '产品规划', '数据分析'],\n",
       " ['施工现场管理', '建筑施工', 'PROJECT'],\n",
       " ['金融产品',\n",
       "  '征信行业',\n",
       "  '金融行业',\n",
       "  '批发/零售',\n",
       "  '金融理财/贷款',\n",
       "  '产品优化',\n",
       "  '产品设计',\n",
       "  '用户研究',\n",
       "  '交互设计',\n",
       "  '团队管理'],\n",
       " [],\n",
       " ['事业部总监 ', '事业部总经理  ', '总经理', '销售总监'],\n",
       " ['通信领域'],\n",
       " ['客户管理', 'RFP'],\n",
       " ['投资产品', '电商产品', '工具产品', '通讯/网络设备', '广告营销', '电子商务', '产品优化'],\n",
       " ['saas',\n",
       "  '市场洞察',\n",
       "  '客户管理',\n",
       "  'IT/互联网/软件',\n",
       "  '电子/通信/硬件',\n",
       "  '团队管理',\n",
       "  '电子商务',\n",
       "  '销售管理',\n",
       "  '广告/传媒/文化',\n",
       "  '学术/科研'],\n",
       " ['数据产品', '征信行业', '产品优化'],\n",
       " ['HCM', '售前', '本地化', '海外'],\n",
       " ['saas'],\n",
       " ['需求挖掘',\n",
       "  '数据分析',\n",
       "  '需求分析',\n",
       "  '产品规划',\n",
       "  '需求调研',\n",
       "  '产品设计',\n",
       "  '计算机软件',\n",
       "  '通讯/网络设备',\n",
       "  '后台产品',\n",
       "  'SaaS产品'],\n",
       " ['软件测试', 'selenium', 'appium', 'automation', '自动化', '自动化测试'],\n",
       " ['数据产品', '数据挖掘'],\n",
       " ['本科'],\n",
       " ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android'],\n",
       " ['本科']]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "cdd091f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['对冲基金',\n",
       " '医疗行业分析师',\n",
       " 'ActionScript',\n",
       " '量化私募',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '新产品导入',\n",
       " '基金产品总监',\n",
       " '基金筛选',\n",
       " 'FOF基金',\n",
       " '对冲基金',\n",
       " '结构化产品',\n",
       " '基金尽调',\n",
       " '海外基金',\n",
       " '用户运营',\n",
       " '产品运营',\n",
       " '包装设计',\n",
       " 'UG',\n",
       " 'SolidWorks',\n",
       " '结构设计',\n",
       " '3D设计',\n",
       " 'keyshot',\n",
       " '金融产品',\n",
       " '产品经理',\n",
       " '投资管理',\n",
       " '资产管理',\n",
       " '财富管理',\n",
       " 'Product Manager',\n",
       " '基金类',\n",
       " '营销策划',\n",
       " '品牌策划',\n",
       " '自媒体策划',\n",
       " '社交媒体',\n",
       " '社交媒介',\n",
       " '营销活动',\n",
       " '广告/传媒/文化',\n",
       " 'IT/互联网/软件',\n",
       " '消费品',\n",
       " '金融产品',\n",
       " '互联网金融',\n",
       " '金融理财/贷款',\n",
       " '金融行业',\n",
       " 'IT互联网',\n",
       " '批发/零售',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '量化交易',\n",
       " 'CTA策略',\n",
       " '项目工程师',\n",
       " '香港工作',\n",
       " '土木工程',\n",
       " '结构工程',\n",
       " '金融产品经理',\n",
       " 'CRM软件',\n",
       " '需求确认',\n",
       " '营销项目',\n",
       " 'CRM系统',\n",
       " '金融产品',\n",
       " '金融行业',\n",
       " '征信行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '门店销售',\n",
       " '智能家居',\n",
       " '物联网',\n",
       " '智慧家居',\n",
       " '智能硬件',\n",
       " '照明产品',\n",
       " '市场营销',\n",
       " '竞品分析',\n",
       " '社交媒体',\n",
       " '社交媒介',\n",
       " '营销活动',\n",
       " '广告/传媒/文化',\n",
       " 'IT/互联网/软件',\n",
       " '质量管理',\n",
       " '风控项目',\n",
       " '.NET',\n",
       " 'ASP.NET',\n",
       " 'ClickHouse',\n",
       " 'IT互联网',\n",
       " 'SaaS产品',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '技术支持',\n",
       " '用户运营',\n",
       " '需求分析',\n",
       " 'IT互联网',\n",
       " '区块链',\n",
       " 'web端产品',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '原型设计',\n",
       " '产品优化',\n",
       " 'Axure',\n",
       " '美元VC',\n",
       " '清华姚班',\n",
       " '清华智班',\n",
       " '清华量信班',\n",
       " '机器人',\n",
       " '人工智能研究院',\n",
       " 'AI',\n",
       " 'OpenAI',\n",
       " '施工现场管理',\n",
       " '安防工程',\n",
       " '建筑施工',\n",
       " '奢侈品',\n",
       " '形象气质佳',\n",
       " '英语可作工作语言',\n",
       " '安全产品',\n",
       " '信息安全',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '质量管理',\n",
       " '风控项目',\n",
       " 'ASP.NET',\n",
       " '.NET',\n",
       " '平台产品',\n",
       " '增长产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '交易产品',\n",
       " '金融行业',\n",
       " '项目施工管理',\n",
       " 'EHS',\n",
       " 'PPE',\n",
       " '安全生产',\n",
       " '职业卫生',\n",
       " '工业卫生',\n",
       " 'HSE',\n",
       " 'ESH',\n",
       " 'Process safety',\n",
       " '工艺安全',\n",
       " '过程安全',\n",
       " '客户服务',\n",
       " '征信行业',\n",
       " '大数据',\n",
       " '流程管理',\n",
       " '交付管理',\n",
       " '流程优化',\n",
       " '化工行业',\n",
       " 'IT/互联网/软件',\n",
       " 'PMP',\n",
       " 'PMP项目管理认证',\n",
       " '项目管理师',\n",
       " 'ActionScript',\n",
       " '海外仓',\n",
       " '出入库管理',\n",
       " '库存盘点',\n",
       " '仓库管理',\n",
       " '库存管理',\n",
       " '现场管理',\n",
       " '消费品',\n",
       " '贸易/进出口',\n",
       " '交通/运输',\n",
       " '网络营销',\n",
       " '策划',\n",
       " '市场营销',\n",
       " 'office',\n",
       " '整合营销',\n",
       " '数据统计分析',\n",
       " 'CRM产品',\n",
       " '策略产品',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " 'to C',\n",
       " 'CRM系统',\n",
       " '广告营销',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '区块链',\n",
       " '产品规划',\n",
       " 'web3',\n",
       " '数据产品',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " '出入库管理',\n",
       " '仓库管理',\n",
       " '订单管理',\n",
       " '库存管理',\n",
       " '库存盘点',\n",
       " '现场管理',\n",
       " '海外仓',\n",
       " '贸易/进出口',\n",
       " '电子产品及配件',\n",
       " '消费品',\n",
       " '硬件产品',\n",
       " '游戏产品',\n",
       " '金融产品',\n",
       " '征信行业',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '批发/零售',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '团队管理',\n",
       " '商业产品',\n",
       " '云计算',\n",
       " '移动端产品',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '商业产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '施工现场管理',\n",
       " '建筑施工',\n",
       " 'PROJECT',\n",
       " '金融产品',\n",
       " '征信行业',\n",
       " '金融行业',\n",
       " '批发/零售',\n",
       " '金融理财/贷款',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '团队管理',\n",
       " '事业部总监 ',\n",
       " '事业部总经理  ',\n",
       " '总经理',\n",
       " '销售总监',\n",
       " '通信领域',\n",
       " '客户管理',\n",
       " 'RFP',\n",
       " '投资产品',\n",
       " '电商产品',\n",
       " '工具产品',\n",
       " '通讯/网络设备',\n",
       " '广告营销',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " 'saas',\n",
       " '市场洞察',\n",
       " '客户管理',\n",
       " 'IT/互联网/软件',\n",
       " '电子/通信/硬件',\n",
       " '团队管理',\n",
       " '电子商务',\n",
       " '销售管理',\n",
       " '广告/传媒/文化',\n",
       " '学术/科研',\n",
       " '数据产品',\n",
       " '征信行业',\n",
       " '产品优化',\n",
       " 'HCM',\n",
       " '售前',\n",
       " '本地化',\n",
       " '海外',\n",
       " 'saas',\n",
       " '需求挖掘',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '需求调研',\n",
       " '产品设计',\n",
       " '计算机软件',\n",
       " '通讯/网络设备',\n",
       " '后台产品',\n",
       " 'SaaS产品',\n",
       " '软件测试',\n",
       " 'selenium',\n",
       " 'appium',\n",
       " 'automation',\n",
       " '自动化',\n",
       " '自动化测试',\n",
       " '数据产品',\n",
       " '数据挖掘',\n",
       " '本科',\n",
       " '本科',\n",
       " '软件测试',\n",
       " '应用测试',\n",
       " '功能测试',\n",
       " 'iOS',\n",
       " 'Android',\n",
       " '本科']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 列表的推导式\n",
    "PM_labels_list = [j     for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist()       for j in i    ]\n",
    "PM_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "41a5b2f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('清华量信班', 1),\n",
       " ('基金类', 1),\n",
       " ('安全产品', 1),\n",
       " ('本科', 3),\n",
       " ('总经理', 1),\n",
       " ('office', 1),\n",
       " ('资产管理', 1),\n",
       " ('web端产品', 1),\n",
       " ('品牌策划', 1),\n",
       " ('软件测试', 2),\n",
       " ('香港工作', 1),\n",
       " ('竞品分析', 2),\n",
       " ('投资产品', 1),\n",
       " ('平台产品', 1),\n",
       " ('市场洞察', 1),\n",
       " ('automation', 1),\n",
       " ('工具产品', 2),\n",
       " ('自动化', 1),\n",
       " ('工艺安全', 1),\n",
       " ('社交媒体', 2),\n",
       " ('PMP', 1),\n",
       " ('基金筛选', 1),\n",
       " ('订单管理', 1),\n",
       " ('云计算', 1),\n",
       " ('原型设计', 1),\n",
       " ('结构设计', 1),\n",
       " ('ESH', 1),\n",
       " ('项目管理师', 1),\n",
       " ('土木工程', 1),\n",
       " ('ClickHouse', 1),\n",
       " ('策划', 1),\n",
       " ('OpenAI', 1),\n",
       " ('saas', 2),\n",
       " ('selenium', 1),\n",
       " ('人工智能研究院', 1),\n",
       " ('客户服务', 1),\n",
       " ('.NET', 2),\n",
       " ('PROJECT', 1),\n",
       " ('事业部总监 ', 1),\n",
       " ('销售管理', 1),\n",
       " ('keyshot', 1),\n",
       " ('需求调研', 1),\n",
       " ('结构化产品', 1),\n",
       " ('移动端产品', 2),\n",
       " ('web3', 1),\n",
       " ('PMP项目管理认证', 1),\n",
       " ('贸易/进出口', 2),\n",
       " ('产品规划', 9),\n",
       " ('海外', 1),\n",
       " ('事业部总经理  ', 1),\n",
       " ('产品运营', 1),\n",
       " ('产品经理', 1),\n",
       " ('自媒体策划', 1),\n",
       " ('项目工程师', 1),\n",
       " ('3D设计', 1),\n",
       " ('机器人', 1),\n",
       " ('施工现场管理', 2),\n",
       " ('需求确认', 1),\n",
       " ('安全生产', 1),\n",
       " ('数据分析', 2),\n",
       " ('清华智班', 1),\n",
       " ('to B', 1),\n",
       " ('Process safety', 1),\n",
       " ('CRM产品', 1),\n",
       " ('UG', 1),\n",
       " ('营销活动', 2),\n",
       " ('交付管理', 1),\n",
       " ('海外仓', 2),\n",
       " ('项目施工管理', 1),\n",
       " ('照明产品', 1),\n",
       " ('广告营销', 2),\n",
       " ('英语可作工作语言', 1),\n",
       " ('IT/互联网/软件', 4),\n",
       " ('用户研究', 8),\n",
       " ('清华姚班', 1),\n",
       " ('安防工程', 1),\n",
       " ('电子商务', 2),\n",
       " ('HSE', 1),\n",
       " ('通信领域', 1),\n",
       " ('CRM系统', 2),\n",
       " ('数据挖掘', 1),\n",
       " ('Product Manager', 1),\n",
       " ('后台产品', 1),\n",
       " ('PPE', 1),\n",
       " ('批发/零售', 3),\n",
       " ('化工行业', 1),\n",
       " ('过程安全', 1),\n",
       " ('SaaS产品', 2),\n",
       " ('营销策划', 1),\n",
       " ('策略产品', 1),\n",
       " ('区块链', 2),\n",
       " ('自动化测试', 1),\n",
       " ('门店销售', 1),\n",
       " ('电子/通信/硬件', 1),\n",
       " ('功能测试', 1),\n",
       " ('互联网金融', 1),\n",
       " ('appium', 1),\n",
       " ('Axure', 1),\n",
       " ('仓库管理', 2),\n",
       " ('征信行业', 5),\n",
       " ('美元VC', 1),\n",
       " ('游戏产品', 1),\n",
       " ('社交媒介', 2),\n",
       " ('金融理财/贷款', 3),\n",
       " ('营销项目', 1),\n",
       " ('销售总监', 1),\n",
       " ('质量管理', 2),\n",
       " ('奢侈品', 1),\n",
       " ('交通/运输', 1),\n",
       " ('电子产品及配件', 1),\n",
       " ('硬件产品', 1),\n",
       " ('金融行业', 5),\n",
       " ('建筑施工', 2),\n",
       " ('客户管理', 2),\n",
       " ('金融产品', 5),\n",
       " ('商业产品', 2),\n",
       " ('投资管理', 1),\n",
       " ('整合营销', 1),\n",
       " ('用户运营', 2),\n",
       " ('CRM软件', 1),\n",
       " ('流程管理', 1),\n",
       " ('本地化', 1),\n",
       " ('对冲基金', 2),\n",
       " ('市场营销', 2),\n",
       " ('量化交易', 1),\n",
       " ('交易产品', 1),\n",
       " ('Android', 1),\n",
       " ('流程优化', 1),\n",
       " ('iOS', 1),\n",
       " ('数据统计分析', 1),\n",
       " ('学术/科研', 1),\n",
       " ('市场调研', 2),\n",
       " ('出入库管理', 2),\n",
       " ('需求分析', 2),\n",
       " ('广告/传媒/文化', 3),\n",
       " ('HCM', 1),\n",
       " ('技术支持', 1),\n",
       " ('FOF基金', 1),\n",
       " ('基金尽调', 1),\n",
       " ('金融产品经理', 1),\n",
       " ('ASP.NET', 2),\n",
       " ('数据产品', 4),\n",
       " ('基金产品总监', 1),\n",
       " ('库存盘点', 2),\n",
       " ('现场管理', 2),\n",
       " ('售前', 1),\n",
       " ('风控项目', 2),\n",
       " ('计算机软件', 1),\n",
       " ('库存管理', 2),\n",
       " ('CTA策略', 1),\n",
       " ('ActionScript', 2),\n",
       " ('海外基金', 1),\n",
       " ('网络营销', 1),\n",
       " ('智能硬件', 1),\n",
       " ('应用测试', 1),\n",
       " ('结构工程', 1),\n",
       " ('to C', 2),\n",
       " ('物联网', 1),\n",
       " ('消费品', 3),\n",
       " ('产品优化', 5),\n",
       " ('电商产品', 1),\n",
       " ('大数据', 1),\n",
       " ('信息安全', 1),\n",
       " ('工业卫生', 1),\n",
       " ('RFP', 1),\n",
       " ('SolidWorks', 1),\n",
       " ('新产品导入', 1),\n",
       " ('财富管理', 1),\n",
       " ('AI', 1),\n",
       " ('形象气质佳', 1),\n",
       " ('交互设计', 2),\n",
       " ('医疗行业分析师', 1),\n",
       " ('通讯/网络设备', 2),\n",
       " ('需求挖掘', 1),\n",
       " ('EHS', 1),\n",
       " ('IT互联网', 5),\n",
       " ('智能家居', 1),\n",
       " ('团队管理', 8),\n",
       " ('量化私募', 1),\n",
       " ('产品设计', 8),\n",
       " ('智慧家居', 1),\n",
       " ('增长产品', 1),\n",
       " ('职业卫生', 1),\n",
       " ('包装设计', 1)]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建words\n",
    "\n",
    "PM_labels_words = [ (i,PM_labels_list.count(i)) for i in set(PM_labels_list)]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "251470c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 可视化词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100], shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"WordCloud-shape-diamond\"))\n",
    "    .render( key +\"_wordcloud_map_职位标签_\"+ output_time+\".html\")\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4a2acfd",
   "metadata": {},
   "source": [
    "## 薪资-（平均薪资）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "16561a4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['对冲基金', '医疗行业分析师']</td>\n",
       "      <td>20230504173835</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['ActionScript']</td>\n",
       "      <td>20220810152931</td>\n",
       "      <td>Product Marketing Manager_Timing Devices</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230528225940</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230606184047</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>['软件测试', 'selenium', 'appium', 'automation', '...</td>\n",
       "      <td>20210414103726</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>香港-深水埗区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>['数据产品', '数据挖掘']</td>\n",
       "      <td>20221019114143</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230607101429</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>107 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                  ['对冲基金', '医疗行业分析师']  20230504173835   \n",
       "1                                     ['ActionScript']  20220810152931   \n",
       "2                                                   []  20230528225940   \n",
       "3                                                   []  20230605154311   \n",
       "4                                                   []  20230606184047   \n",
       "..                                                 ...             ...   \n",
       "102  ['软件测试', 'selenium', 'appium', 'automation', '...  20210414103726   \n",
       "103                                   ['数据产品', '数据挖掘']  20221019114143   \n",
       "104                                             ['本科']  20210223134718   \n",
       "105   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "106                                             ['本科']  20230607101429   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "0                               Healthcare Analyst  30-60k·24薪       香港   \n",
       "1         Product Marketing Manager_Timing Devices        薪资面议    香港-东区   \n",
       "2                                    业务流程岗(J11204)      15-30k   香港-湾仔区   \n",
       "3                                       海外对冲基金产品专家        1-2k       香港   \n",
       "4                                         对冲基金产品专家      50-80k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "102                                        QA测试工程师      30-35k  香港-深水埗区   \n",
       "103                             38518C-【CRA】征信模型设计      12-24k       香港   \n",
       "104                                           产品经理      12-25k   香港-湾仔区   \n",
       "105                                       APP测试工程师      20-25k    香港-东区   \n",
       "106  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限    学历 公司融资情况           公司名称        行业           规模  \n",
       "0      False   经验不限  学历不限  融资未公开          某知名公司  房地产租赁/中介     500-999人  \n",
       "1      False   经验不限    本科    NaN           伊顿中国     机械/设备     10000人以上  \n",
       "2      False   1-3年    本科    已上市           光大证券  基金/证券/期货  5000-10000人  \n",
       "3      False  5-10年  统招本科  融资未公开    某基金/证券/期货公司  基金/证券/期货        1-49人  \n",
       "4      False  10年以上  统招本科    已上市     某纽交所上市金融集团  基金/证券/投资     10000人以上  \n",
       "..       ...    ...   ...    ...            ...       ...          ...  \n",
       "102    False   3-5年    本科    NaN       分子金融有限公司      IT服务          NaN  \n",
       "103    False   3-5年  统招本科   美股上市          金融壹账通      科技金融   2000-5000人  \n",
       "104    False    NaN   NaN    NaN     华润数科控股有限公司      人工智能   2000-5000人  \n",
       "105    False    NaN   NaN    NaN  Winner Studio        游戏          NaN  \n",
       "106    False    NaN   NaN    NaN           阿特金斯   房地产开发经营     100-499人  \n",
       "\n",
       "[107 rows x 12 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# columns 重命名\n",
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "00bdb902",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['对冲基金', '医疗行业分析师']</td>\n",
       "      <td>20230504173835</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230528225940</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230606184047</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>结构化产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>['软件测试', 'selenium', 'appium', 'automation', '...</td>\n",
       "      <td>20210414103726</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>香港-深水埗区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>['数据产品', '数据挖掘']</td>\n",
       "      <td>20221019114143</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230607101429</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>86 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                  ['对冲基金', '医疗行业分析师']  20230504173835   \n",
       "2                                                   []  20230528225940   \n",
       "3                                                   []  20230605154311   \n",
       "4                                                   []  20230606184047   \n",
       "5                                                   []  20230605154311   \n",
       "..                                                 ...             ...   \n",
       "102  ['软件测试', 'selenium', 'appium', 'automation', '...  20210414103726   \n",
       "103                                   ['数据产品', '数据挖掘']  20221019114143   \n",
       "104                                             ['本科']  20210223134718   \n",
       "105   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "106                                             ['本科']  20230607101429   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "0                               Healthcare Analyst  30-60k·24薪       香港   \n",
       "2                                    业务流程岗(J11204)      15-30k   香港-湾仔区   \n",
       "3                                       海外对冲基金产品专家        1-2k       香港   \n",
       "4                                         对冲基金产品专家      50-80k       香港   \n",
       "5                                          结构化产品专家        1-2k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "102                                        QA测试工程师      30-35k  香港-深水埗区   \n",
       "103                             38518C-【CRA】征信模型设计      12-24k       香港   \n",
       "104                                           产品经理      12-25k   香港-湾仔区   \n",
       "105                                       APP测试工程师      20-25k    香港-东区   \n",
       "106  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限    学历 公司融资情况           公司名称        行业           规模  \n",
       "0      False   经验不限  学历不限  融资未公开          某知名公司  房地产租赁/中介     500-999人  \n",
       "2      False   1-3年    本科    已上市           光大证券  基金/证券/期货  5000-10000人  \n",
       "3      False  5-10年  统招本科  融资未公开    某基金/证券/期货公司  基金/证券/期货        1-49人  \n",
       "4      False  10年以上  统招本科    已上市     某纽交所上市金融集团  基金/证券/投资     10000人以上  \n",
       "5      False  5-10年  统招本科  融资未公开    某基金/证券/期货公司  基金/证券/期货        1-49人  \n",
       "..       ...    ...   ...    ...            ...       ...          ...  \n",
       "102    False   3-5年    本科    NaN       分子金融有限公司      IT服务          NaN  \n",
       "103    False   3-5年  统招本科   美股上市          金融壹账通      科技金融   2000-5000人  \n",
       "104    False    NaN   NaN    NaN     华润数科控股有限公司      人工智能   2000-5000人  \n",
       "105    False    NaN   NaN    NaN  Winner Studio        游戏          NaN  \n",
       "106    False    NaN   NaN    NaN           阿特金斯   房地产开发经营     100-499人  \n",
       "\n",
       "[86 rows x 12 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz [ ~df_PM_gz['薪资'].str.contains(\"面议|元/天\")]\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "18d53ef0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['30-60k', '24'],\n",
       " ['15-30k'],\n",
       " ['1-2k'],\n",
       " ['50-80k'],\n",
       " ['1-2k'],\n",
       " ['30-50k'],\n",
       " ['25-30k', '13'],\n",
       " ['70-100k'],\n",
       " ['3-5k', '15'],\n",
       " ['70-100k', '16'],\n",
       " ['30-55k'],\n",
       " ['18-25k'],\n",
       " ['40-60k'],\n",
       " ['40-50k'],\n",
       " ['15-30k'],\n",
       " ['70-100k', '22'],\n",
       " ['85-100k', '24'],\n",
       " ['50-55k'],\n",
       " ['60-90k', '16'],\n",
       " ['30-60k'],\n",
       " ['30-40k', '20'],\n",
       " ['35-55k'],\n",
       " ['29-50k', '16'],\n",
       " ['30-60k'],\n",
       " ['70-100k'],\n",
       " ['20-30k'],\n",
       " ['14-40k', '14'],\n",
       " ['35-55k'],\n",
       " ['40-60k', '13'],\n",
       " ['35-40k'],\n",
       " ['120-240k', '30'],\n",
       " ['30-50k', '16'],\n",
       " ['15-30k'],\n",
       " ['40-60k'],\n",
       " ['30-40k', '16'],\n",
       " ['45-75k', '15'],\n",
       " ['25-45k'],\n",
       " ['30-60k'],\n",
       " ['30-50k'],\n",
       " ['25-30k'],\n",
       " ['25-40k'],\n",
       " ['25-40k', '15'],\n",
       " ['30-50k'],\n",
       " ['60-90k', '15'],\n",
       " ['25-30k'],\n",
       " ['40-70k'],\n",
       " ['15-16k'],\n",
       " ['20-40k', '15'],\n",
       " ['40-70k', '18'],\n",
       " ['19-30k', '13'],\n",
       " ['20-30k', '13'],\n",
       " ['30-40k'],\n",
       " ['70-100k', '16'],\n",
       " ['20-30k'],\n",
       " ['10-16k'],\n",
       " ['30-40k', '16'],\n",
       " ['20-35k', '15'],\n",
       " ['15-30k'],\n",
       " ['35-65k'],\n",
       " ['30-35k'],\n",
       " ['15-30k', '13'],\n",
       " ['40-70k'],\n",
       " ['13-18k', '13'],\n",
       " ['32-37k'],\n",
       " ['30-45k'],\n",
       " ['25-30k'],\n",
       " ['14-18k', '13'],\n",
       " ['15-25k'],\n",
       " ['20-30k'],\n",
       " ['30-45k'],\n",
       " ['50-80k'],\n",
       " ['15-25k'],\n",
       " ['15-25k'],\n",
       " ['45-55k'],\n",
       " ['40-60k'],\n",
       " ['20-45k'],\n",
       " ['22-30k'],\n",
       " ['15-30k', '14'],\n",
       " ['35-65k'],\n",
       " ['20-35k', '15'],\n",
       " ['15-30k', '14'],\n",
       " ['30-35k'],\n",
       " ['12-24k'],\n",
       " ['12-25k'],\n",
       " ['20-25k'],\n",
       " ['20-21k']]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e6004d3a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13.541666666666666"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(10+15)/2*13/12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "6296b488",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[90.0,\n",
       " 22.5,\n",
       " 1.5,\n",
       " 65.0,\n",
       " 1.5,\n",
       " 40.0,\n",
       " 29.8,\n",
       " 85.0,\n",
       " 5.0,\n",
       " 113.3,\n",
       " 42.5,\n",
       " 21.5,\n",
       " 50.0,\n",
       " 45.0,\n",
       " 22.5,\n",
       " 155.8,\n",
       " 185.0,\n",
       " 52.5,\n",
       " 100.0,\n",
       " 45.0,\n",
       " 58.3,\n",
       " 45.0,\n",
       " 52.7,\n",
       " 45.0,\n",
       " 85.0,\n",
       " 25.0,\n",
       " 31.5,\n",
       " 45.0,\n",
       " 54.2,\n",
       " 37.5,\n",
       " 450.0,\n",
       " 53.3,\n",
       " 22.5,\n",
       " 50.0,\n",
       " 46.7,\n",
       " 75.0,\n",
       " 35.0,\n",
       " 45.0,\n",
       " 40.0,\n",
       " 27.5,\n",
       " 32.5,\n",
       " 40.6,\n",
       " 40.0,\n",
       " 93.8,\n",
       " 27.5,\n",
       " 55.0,\n",
       " 15.5,\n",
       " 37.5,\n",
       " 82.5,\n",
       " 26.5,\n",
       " 27.1,\n",
       " 35.0,\n",
       " 113.3,\n",
       " 25.0,\n",
       " 13.0,\n",
       " 46.7,\n",
       " 34.4,\n",
       " 22.5,\n",
       " 50.0,\n",
       " 32.5,\n",
       " 24.4,\n",
       " 55.0,\n",
       " 16.8,\n",
       " 34.5,\n",
       " 37.5,\n",
       " 27.5,\n",
       " 17.3,\n",
       " 20.0,\n",
       " 25.0,\n",
       " 37.5,\n",
       " 65.0,\n",
       " 20.0,\n",
       " 20.0,\n",
       " 50.0,\n",
       " 50.0,\n",
       " 32.5,\n",
       " 26.0,\n",
       " 26.2,\n",
       " 50.0,\n",
       " 34.4,\n",
       " 26.2,\n",
       " 32.5,\n",
       " 18.0,\n",
       " 18.5,\n",
       " 22.5,\n",
       " 20.5]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2    \\\n",
    " if len(i)==1 else round((int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12,1)     \\\n",
    " for i in 非薪资面议_detail        ] \n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "b7ee36c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "86"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "0bf7c61d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-44-82e7b58097da>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  非薪资面议['平均薪资']=平均薪资\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资']=平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "7de0c864",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['对冲基金', '医疗行业分析师']</td>\n",
       "      <td>20230504173835</td>\n",
       "      <td>Healthcare Analyst</td>\n",
       "      <td>30-60k·24薪</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>学历不限</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>房地产租赁/中介</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>90.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230528225940</td>\n",
       "      <td>业务流程岗(J11204)</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>光大证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>海外对冲基金产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230606184047</td>\n",
       "      <td>对冲基金产品专家</td>\n",
       "      <td>50-80k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某纽交所上市金融集团</td>\n",
       "      <td>基金/证券/投资</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>65.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230605154311</td>\n",
       "      <td>结构化产品专家</td>\n",
       "      <td>1-2k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某基金/证券/期货公司</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>['软件测试', 'selenium', 'appium', 'automation', '...</td>\n",
       "      <td>20210414103726</td>\n",
       "      <td>QA测试工程师</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>香港-深水埗区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>分子金融有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>['数据产品', '数据挖掘']</td>\n",
       "      <td>20221019114143</td>\n",
       "      <td>38518C-【CRA】征信模型设计</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>香港</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>金融壹账通</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20210223134718</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-25k</td>\n",
       "      <td>香港-湾仔区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>华润数科控股有限公司</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>18.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']</td>\n",
       "      <td>20230506100220</td>\n",
       "      <td>APP测试工程师</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>香港-东区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Winner Studio</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "      <td>22.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>['本科']</td>\n",
       "      <td>20230607101429</td>\n",
       "      <td>Graduate Engineer (Civil and MEP Engineering)</td>\n",
       "      <td>20-21k</td>\n",
       "      <td>香港-油尖旺区</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>阿特金斯</td>\n",
       "      <td>房地产开发经营</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>86 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "0                                  ['对冲基金', '医疗行业分析师']  20230504173835   \n",
       "2                                                   []  20230528225940   \n",
       "3                                                   []  20230605154311   \n",
       "4                                                   []  20230606184047   \n",
       "5                                                   []  20230605154311   \n",
       "..                                                 ...             ...   \n",
       "102  ['软件测试', 'selenium', 'appium', 'automation', '...  20210414103726   \n",
       "103                                   ['数据产品', '数据挖掘']  20221019114143   \n",
       "104                                             ['本科']  20210223134718   \n",
       "105   ['本科', '软件测试', '应用测试', '功能测试', 'iOS', 'Android']  20230506100220   \n",
       "106                                             ['本科']  20230607101429   \n",
       "\n",
       "                                                职位          薪资       地区  \\\n",
       "0                               Healthcare Analyst  30-60k·24薪       香港   \n",
       "2                                    业务流程岗(J11204)      15-30k   香港-湾仔区   \n",
       "3                                       海外对冲基金产品专家        1-2k       香港   \n",
       "4                                         对冲基金产品专家      50-80k       香港   \n",
       "5                                          结构化产品专家        1-2k       香港   \n",
       "..                                             ...         ...      ...   \n",
       "102                                        QA测试工程师      30-35k  香港-深水埗区   \n",
       "103                             38518C-【CRA】征信模型设计      12-24k       香港   \n",
       "104                                           产品经理      12-25k   香港-湾仔区   \n",
       "105                                       APP测试工程师      20-25k    香港-东区   \n",
       "106  Graduate Engineer (Civil and MEP Engineering)      20-21k  香港-油尖旺区   \n",
       "\n",
       "     是否top职位   工作年限    学历 公司融资情况           公司名称        行业           规模  平均薪资  \n",
       "0      False   经验不限  学历不限  融资未公开          某知名公司  房地产租赁/中介     500-999人  90.0  \n",
       "2      False   1-3年    本科    已上市           光大证券  基金/证券/期货  5000-10000人  22.5  \n",
       "3      False  5-10年  统招本科  融资未公开    某基金/证券/期货公司  基金/证券/期货        1-49人   1.5  \n",
       "4      False  10年以上  统招本科    已上市     某纽交所上市金融集团  基金/证券/投资     10000人以上  65.0  \n",
       "5      False  5-10年  统招本科  融资未公开    某基金/证券/期货公司  基金/证券/期货        1-49人   1.5  \n",
       "..       ...    ...   ...    ...            ...       ...          ...   ...  \n",
       "102    False   3-5年    本科    NaN       分子金融有限公司      IT服务          NaN  32.5  \n",
       "103    False   3-5年  统招本科   美股上市          金融壹账通      科技金融   2000-5000人  18.0  \n",
       "104    False    NaN   NaN    NaN     华润数科控股有限公司      人工智能   2000-5000人  18.5  \n",
       "105    False    NaN   NaN    NaN  Winner Studio        游戏          NaN  22.5  \n",
       "106    False    NaN   NaN    NaN           阿特金斯   房地产开发经营     100-499人  20.5  \n",
       "\n",
       "[86 rows x 13 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "5a723ae3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>地区</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>香港</th>\n",
       "      <td>43.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-东区</th>\n",
       "      <td>38.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-中西区</th>\n",
       "      <td>55.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-九龙城区</th>\n",
       "      <td>54.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-元朗区</th>\n",
       "      <td>17.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-沙田区</th>\n",
       "      <td>26.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-油尖旺区</th>\n",
       "      <td>24.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-深水埗区</th>\n",
       "      <td>32.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-湾仔区</th>\n",
       "      <td>40.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-荃湾区</th>\n",
       "      <td>65.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-葵青区</th>\n",
       "      <td>26.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-西贡区</th>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>香港-观塘区</th>\n",
       "      <td>50.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          平均薪资\n",
       "地区            \n",
       "香港       43.75\n",
       "香港-东区    38.75\n",
       "香港-中西区   55.00\n",
       "香港-九龙城区  54.20\n",
       "香港-元朗区   17.05\n",
       "香港-沙田区   26.20\n",
       "香港-油尖旺区  24.40\n",
       "香港-深水埗区  32.50\n",
       "香港-湾仔区   40.60\n",
       "香港-荃湾区   65.00\n",
       "香港-葵青区   26.55\n",
       "香港-西贡区   35.00\n",
       "香港-观塘区   50.00"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分地区平均薪资\n",
    "分地区_平均薪资 = 非薪资面议.groupby('地区').agg({'平均薪资':'median'})\n",
    "分地区_平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f260e86e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[43.8, 38.8, 55.0, 54.2, 17.1, 26.2, 24.4, 32.5, 40.6, 65.0, 26.6, 35.0, 50.0]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_values =  [round(i[0],1) for i in 分地区_平均薪资.values.tolist()]\n",
    "分地区_平均薪资_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "23b5bf70",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['香港',\n",
       " '香港-东区',\n",
       " '香港-中西区',\n",
       " '香港-九龙城区',\n",
       " '香港-元朗区',\n",
       " '香港-沙田区',\n",
       " '香港-油尖旺区',\n",
       " '香港-深水埗区',\n",
       " '香港-湾仔区',\n",
       " '香港-荃湾区',\n",
       " '香港-葵青区',\n",
       " '香港-西贡区',\n",
       " '香港-观塘区']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分地区_平均薪资_index = 分地区_平均薪资.index.tolist()\n",
    "分地区_平均薪资_index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "7144cf60",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis([i.split('-')[1] for i in 分地区_平均薪资_index[1:]])\n",
    "    .add_yaxis(\"地区\",分地区_平均薪资_values[1:])\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"PM-分地区-中位数薪资\"),\n",
    "        brush_opts=opts.BrushOpts(),\n",
    "    )\n",
    "    .render( key + \"_bar_with_brush_地区薪资中位数_\"+output_time+'.html')\n",
    ")\n",
    "# c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "eea5da69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1-3年</th>\n",
       "      <td>23.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10年以上</th>\n",
       "      <td>58.700000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3-5年</th>\n",
       "      <td>40.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5-10年</th>\n",
       "      <td>48.013889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>经验不限</th>\n",
       "      <td>83.800000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            平均薪资\n",
       "工作年限            \n",
       "1-3年   23.600000\n",
       "10年以上  58.700000\n",
       "3-5年   40.433333\n",
       "5-10年  48.013889\n",
       "经验不限   83.800000"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_year_salary = 非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})\n",
    "df_year_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "2163b27f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1-3年</th>\n",
       "      <th>本科</th>\n",
       "      <td>22.875000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>26.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">10年以上</th>\n",
       "      <th>本科及以上</th>\n",
       "      <td>64.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>52.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">3-5年</th>\n",
       "      <th>博士</th>\n",
       "      <td>93.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>54.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>35.036364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>41.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <td>27.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>40.681818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">5-10年</th>\n",
       "      <th>大专</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>59.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <td>37.280000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>65.266667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <td>83.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>53.025000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">经验不限</th>\n",
       "      <th>大专</th>\n",
       "      <td>17.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历不限</th>\n",
       "      <td>52.071429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <td>267.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   平均薪资\n",
       "工作年限  学历               \n",
       "1-3年  本科      22.875000\n",
       "      本科及以上   26.500000\n",
       "10年以上 本科及以上   64.900000\n",
       "      统招本科    52.500000\n",
       "3-5年  博士      93.800000\n",
       "      学历不限    54.200000\n",
       "      本科      35.036364\n",
       "      本科及以上   41.650000\n",
       "      硕士      27.500000\n",
       "      统招本科    40.681818\n",
       "5-10年 大专      50.000000\n",
       "      学历不限    59.583333\n",
       "      本科      37.280000\n",
       "      本科及以上   65.266667\n",
       "      硕士及以上   83.750000\n",
       "      统招本科    53.025000\n",
       "经验不限  大专      17.300000\n",
       "      学历不限    52.071429\n",
       "      本科及以上  267.500000\n",
       "      统招本科     5.000000"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分工作时间和学历平均薪资\n",
    "df_year_edulevel =  非薪资面议.groupby(['工作年限','学历']).agg({'平均薪资':'mean'})\n",
    "df_year_edulevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "9e3d7c57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>行业</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>IT服务</th>\n",
       "      <td>33.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>专业技术服务</th>\n",
       "      <td>106.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <td>36.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源服务</th>\n",
       "      <td>15.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <td>18.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他商务服务业</th>\n",
       "      <td>43.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>其他行业</th>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>印刷/包装/造纸</th>\n",
       "      <td>45.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>咨询服务</th>\n",
       "      <td>79.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基金/证券/投资</th>\n",
       "      <td>80.433333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基金/证券/期货</th>\n",
       "      <td>65.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>工程管理/勘察/监理</th>\n",
       "      <td>16.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产开发经营</th>\n",
       "      <td>20.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>房地产租赁/中介</th>\n",
       "      <td>90.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>智能硬件</th>\n",
       "      <td>25.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>服装/纺织/皮革</th>\n",
       "      <td>29.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>检测/认证</th>\n",
       "      <td>31.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>珠宝/首饰</th>\n",
       "      <td>22.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电子商务</th>\n",
       "      <td>65.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>科技金融</th>\n",
       "      <td>36.650000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>融资租赁</th>\n",
       "      <td>155.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <td>35.450000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>财务/审计/税务</th>\n",
       "      <td>34.400000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
       "      <td>24.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <td>35.328571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>银行</th>\n",
       "      <td>31.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <td>34.900000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>餐饮业</th>\n",
       "      <td>37.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  平均薪资\n",
       "行业                    \n",
       "IT服务         33.750000\n",
       "专业技术服务      106.650000\n",
       "互联网          36.500000\n",
       "人力资源服务       15.000000\n",
       "人工智能         18.500000\n",
       "其他商务服务业      43.333333\n",
       "其他行业         50.000000\n",
       "印刷/包装/造纸     45.000000\n",
       "咨询服务         79.750000\n",
       "基金/证券/投资     80.433333\n",
       "基金/证券/期货     65.583333\n",
       "工程管理/勘察/监理   16.166667\n",
       "房地产开发经营      20.500000\n",
       "房地产租赁/中介     90.000000\n",
       "智能硬件         25.000000\n",
       "服装/纺织/皮革     29.450000\n",
       "检测/认证        31.250000\n",
       "游戏           22.500000\n",
       "珠宝/首饰        22.500000\n",
       "电子商务         65.000000\n",
       "科技金融         36.650000\n",
       "融资租赁        155.800000\n",
       "计算机软件        35.450000\n",
       "财务/审计/税务     34.400000\n",
       "运营商/增值服务     24.500000\n",
       "通信设备         35.328571\n",
       "银行           31.500000\n",
       "食品/饮料/酒水     34.900000\n",
       "餐饮业          37.500000"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分行业\n",
    "df_industry = 非薪资面议.groupby('行业').agg({'平均薪资':'mean'})\n",
    "df_industry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "b22612f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter(key+'_'+output_time+'_.xlsx') as writer:  \n",
    "    df_year_salary.to_excel(writer, sheet_name='分工作年限平均薪资')\n",
    "    df_year_edulevel.to_excel(writer, sheet_name='分学历平均薪资')\n",
    "    df_industry.to_excel(writer, sheet_name='分行业平均薪资')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9326b535",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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